{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1ccfcb34",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2024-01-07T16:05:30.869591Z",
     "iopub.status.busy": "2024-01-07T16:05:30.869210Z",
     "iopub.status.idle": "2024-01-07T16:05:46.082080Z",
     "shell.execute_reply": "2024-01-07T16:05:46.081166Z"
    },
    "papermill": {
     "duration": 15.224732,
     "end_time": "2024-01-07T16:05:46.084675",
     "exception": false,
     "start_time": "2024-01-07T16:05:30.859943",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "#         print(os.path.join(dirname, filename))\n",
    "        pass\n",
    "\n",
    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6e0c37b6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:05:46.103054Z",
     "iopub.status.busy": "2024-01-07T16:05:46.102628Z",
     "iopub.status.idle": "2024-01-07T16:05:46.107618Z",
     "shell.execute_reply": "2024-01-07T16:05:46.106687Z"
    },
    "papermill": {
     "duration": 0.016458,
     "end_time": "2024-01-07T16:05:46.109641",
     "exception": false,
     "start_time": "2024-01-07T16:05:46.093183",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# input folder\n",
    "from pathlib import Path\n",
    "Path('/kaggle/working/oral-diseases/').mkdir(parents=True, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bd887bab",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:05:46.127098Z",
     "iopub.status.busy": "2024-01-07T16:05:46.126814Z",
     "iopub.status.idle": "2024-01-07T16:06:01.605613Z",
     "shell.execute_reply": "2024-01-07T16:06:01.604690Z"
    },
    "papermill": {
     "duration": 15.490173,
     "end_time": "2024-01-07T16:06:01.607870",
     "exception": false,
     "start_time": "2024-01-07T16:05:46.117697",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/kaggle/working/oral-diseases/caries')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import shutil\n",
    "import os\n",
    "\n",
    "# Caries.\n",
    "# The source path\n",
    "caries_file_path = Path('/kaggle/input/oral-diseases/Data caries/Data caries/caries augmented data set/preview')\n",
    "\n",
    "# The destination path\n",
    "caries_new_directory = Path('/kaggle/working/oral-diseases/caries')\n",
    "\n",
    "# Copying data from input folder to working folder\n",
    "shutil.copytree(caries_file_path, caries_new_directory)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "225b6e01",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:06:01.625078Z",
     "iopub.status.busy": "2024-01-07T16:06:01.624778Z",
     "iopub.status.idle": "2024-01-07T16:06:59.243988Z",
     "shell.execute_reply": "2024-01-07T16:06:59.243082Z"
    },
    "papermill": {
     "duration": 57.637346,
     "end_time": "2024-01-07T16:06:59.253102",
     "exception": false,
     "start_time": "2024-01-07T16:06:01.615756",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/kaggle/working/oral-diseases/hypodontia')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculus\n",
    "# The source path\n",
    "calculus_file_path = Path('/kaggle/input/oral-diseases/Calculus/Calculus')\n",
    "# The destination path\n",
    "calculus_new_directory = Path('/kaggle/working/oral-diseases/calculus')\n",
    "# Copying data from input folder to working folder\n",
    "shutil.copytree(calculus_file_path, calculus_new_directory)\n",
    "\n",
    "#Gingivitis\n",
    "# The source path\n",
    "gingivitis_file_path = Path('/kaggle/input/oral-diseases/Gingivitis/Gingivitis')\n",
    "# The destination path\n",
    "gingivitis_new_directory = Path('/kaggle/working/oral-diseases/gingivitis')\n",
    "# Copying data from input folder to working folder\n",
    "shutil.copytree(gingivitis_file_path, gingivitis_new_directory)\n",
    "\n",
    "#Ulcers\n",
    "# The source path\n",
    "ulcer_file_path = Path('/kaggle/input/oral-diseases/Mouth Ulcer/Mouth Ulcer/Mouth_Ulcer_augmented_DataSet/preview')\n",
    "# The destination path\n",
    "ulcer_new_directory = Path('/kaggle/working/oral-diseases/ulcers')\n",
    "# Copying data from input folder to working folder\n",
    "shutil.copytree(ulcer_file_path, ulcer_new_directory)\n",
    "\n",
    "#Tooth Discoloration\n",
    "# The source path\n",
    "toothDiscoloration_file_path = Path('/kaggle/input/oral-diseases/Tooth Discoloration/Tooth Discoloration /Tooth_discoloration_augmented_dataser/preview')\n",
    "# The destination path\n",
    "toothDiscoloration_new_directory = Path('/kaggle/working/oral-diseases/toothDiscoloration')\n",
    "# Copying data from input folder to working folder\n",
    "shutil.copytree(toothDiscoloration_file_path, toothDiscoloration_new_directory)\n",
    "\n",
    "#hypodontia\n",
    "# The source path\n",
    "hypodontia_file_path = Path('/kaggle/input/oral-diseases/hypodontia/hypodontia')\n",
    "# The destination path\n",
    "hypodontia_new_directory = Path('/kaggle/working/oral-diseases/hypodontia')\n",
    "# Copying data from input folder to working folder\n",
    "shutil.copytree(hypodontia_file_path, hypodontia_new_directory)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a37765f3",
   "metadata": {
    "papermill": {
     "duration": 0.007311,
     "end_time": "2024-01-07T16:06:59.267853",
     "exception": false,
     "start_time": "2024-01-07T16:06:59.260542",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d930499e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:06:59.284195Z",
     "iopub.status.busy": "2024-01-07T16:06:59.283901Z",
     "iopub.status.idle": "2024-01-07T16:06:59.291961Z",
     "shell.execute_reply": "2024-01-07T16:06:59.291096Z"
    },
    "papermill": {
     "duration": 0.018497,
     "end_time": "2024-01-07T16:06:59.293893",
     "exception": false,
     "start_time": "2024-01-07T16:06:59.275396",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['toothDiscoloration',\n",
       " 'ulcers',\n",
       " 'gingivitis',\n",
       " 'calculus',\n",
       " 'caries',\n",
       " 'hypodontia']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The different classes we have from the folders\n",
    "import os\n",
    "build_dir = \"/kaggle/working/oral-diseases\"\n",
    "caries_dir = os.path.join(build_dir,'caries')\n",
    "gingivitis_dir = os.path.join(build_dir,'gingivitis')\n",
    "toothDiscoloration_dir = os.path.join(build_dir,'toothDiscoloration')\n",
    "ulcers_dir = os.path.join(build_dir,'ulcers')\n",
    "hypodontia_dir = os.path.join(build_dir,'hypodontia')\n",
    "calculus_dir = os.path.join(build_dir,'calculus')\n",
    "os.listdir(build_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1f93314f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:06:59.310083Z",
     "iopub.status.busy": "2024-01-07T16:06:59.309801Z",
     "iopub.status.idle": "2024-01-07T16:06:59.327996Z",
     "shell.execute_reply": "2024-01-07T16:06:59.327342Z"
    },
    "papermill": {
     "duration": 0.028345,
     "end_time": "2024-01-07T16:06:59.329831",
     "exception": false,
     "start_time": "2024-01-07T16:06:59.301486",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Showing the total number of images from each class/folder\n",
    "import pandas as pd\n",
    "\n",
    "data = pd.DataFrame(data=[len(os.listdir(caries_dir)), len(os.listdir(gingivitis_dir)),\n",
    "                   len(os.listdir(toothDiscoloration_dir)), len(os.listdir(ulcers_dir)),\n",
    "                   len(os.listdir(hypodontia_dir)),\n",
    "                   len(os.listdir(calculus_dir))], index=['Caries', 'Gingivitis',\n",
    "                                                                    'toothDiscoloration', 'ulcers',\n",
    "                                                                    'hypodontia', 'calculus'],\n",
    "              columns=['Total Images'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3b942e44",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:06:59.346292Z",
     "iopub.status.busy": "2024-01-07T16:06:59.346038Z",
     "iopub.status.idle": "2024-01-07T16:06:59.356963Z",
     "shell.execute_reply": "2024-01-07T16:06:59.356209Z"
    },
    "papermill": {
     "duration": 0.021303,
     "end_time": "2024-01-07T16:06:59.359094",
     "exception": false,
     "start_time": "2024-01-07T16:06:59.337791",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "data.to_csv('data_distribution.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cc52ecf2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:06:59.376004Z",
     "iopub.status.busy": "2024-01-07T16:06:59.375762Z",
     "iopub.status.idle": "2024-01-07T16:06:59.920364Z",
     "shell.execute_reply": "2024-01-07T16:06:59.919466Z"
    },
    "papermill": {
     "duration": 0.557981,
     "end_time": "2024-01-07T16:06:59.925223",
     "exception": false,
     "start_time": "2024-01-07T16:06:59.367242",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x797ee1a1dc90>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sample of caries\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "cariesimg=Image.open(\"/kaggle/working/oral-diseases/calculus/(10).jpg\")\n",
    "plt.imshow(cariesimg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "05dff39d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:06:59.950856Z",
     "iopub.status.busy": "2024-01-07T16:06:59.950323Z",
     "iopub.status.idle": "2024-01-07T16:06:59.960961Z",
     "shell.execute_reply": "2024-01-07T16:06:59.960052Z"
    },
    "papermill": {
     "duration": 0.024797,
     "end_time": "2024-01-07T16:06:59.962843",
     "exception": false,
     "start_time": "2024-01-07T16:06:59.938046",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "categories = data.index\n",
    "categories\n",
    "\n",
    "values = data['Total Images']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b9c43657",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:06:59.987165Z",
     "iopub.status.busy": "2024-01-07T16:06:59.986895Z",
     "iopub.status.idle": "2024-01-07T16:07:02.142742Z",
     "shell.execute_reply": "2024-01-07T16:07:02.141800Z"
    },
    "papermill": {
     "duration": 2.170787,
     "end_time": "2024-01-07T16:07:02.144944",
     "exception": false,
     "start_time": "2024-01-07T16:06:59.974157",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.24.3\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "# Improved 2D bar plot\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Creating the barplot\n",
    "barplot = sns.barplot(x=categories, y=values, palette=\"viridis\")\n",
    "\n",
    "# Adding the text on the top of each bar\n",
    "for p in barplot.patches:\n",
    "    barplot.annotate(format(p.get_height(), '.0f'), \n",
    "                     (p.get_x() + p.get_width() / 2., p.get_height()), \n",
    "                     ha = 'center', va = 'center', \n",
    "                     xytext = (0, 9), \n",
    "                     textcoords = 'offset points')\n",
    "\n",
    "# Setting titles and labels\n",
    "plt.xlabel(\"Dental Conditions\", fontsize=14)\n",
    "plt.ylabel(\"Total Images\", fontsize=14)\n",
    "plt.title(\"Image Distribution among Classes\", fontsize=16)\n",
    "plt.xticks(rotation=45)\n",
    "plt.savefig('imageDistribution.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3b66d837",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:07:02.171805Z",
     "iopub.status.busy": "2024-01-07T16:07:02.171507Z",
     "iopub.status.idle": "2024-01-07T16:07:11.728052Z",
     "shell.execute_reply": "2024-01-07T16:07:11.727217Z"
    },
    "papermill": {
     "duration": 9.572115,
     "end_time": "2024-01-07T16:07:11.730410",
     "exception": false,
     "start_time": "2024-01-07T16:07:02.158295",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torchvision\n",
    "from torch.utils.data import DataLoader, Dataset, random_split\n",
    "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score, precision_recall_fscore_support\n",
    "import timm\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "80f71d5f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:07:11.757462Z",
     "iopub.status.busy": "2024-01-07T16:07:11.757156Z",
     "iopub.status.idle": "2024-01-07T16:07:11.764819Z",
     "shell.execute_reply": "2024-01-07T16:07:11.763941Z"
    },
    "papermill": {
     "duration": 0.023249,
     "end_time": "2024-01-07T16:07:11.766778",
     "exception": false,
     "start_time": "2024-01-07T16:07:11.743529",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Custom Dataset class\n",
    "class OralDiseaseDataset(Dataset):\n",
    "    def __init__(self, root_dir, transform=None):\n",
    "        self.root_dir = root_dir\n",
    "        self.transform = transform\n",
    "        self.classes = os.listdir(root_dir)\n",
    "        self.data = []\n",
    "        for cls in self.classes:\n",
    "            path = os.path.join(root_dir, cls)\n",
    "            for img_name in os.listdir(path):\n",
    "                self.data.append((os.path.join(path, img_name), self.classes.index(cls)))\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.data)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        img_path, label = self.data[idx]\n",
    "        image = Image.open(img_path).convert('RGB')\n",
    "        if self.transform:\n",
    "            image = self.transform(image)\n",
    "        return image, label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "207bb5d4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:07:11.792288Z",
     "iopub.status.busy": "2024-01-07T16:07:11.792042Z",
     "iopub.status.idle": "2024-01-07T16:07:11.799746Z",
     "shell.execute_reply": "2024-01-07T16:07:11.798847Z"
    },
    "papermill": {
     "duration": 0.022607,
     "end_time": "2024-01-07T16:07:11.801652",
     "exception": false,
     "start_time": "2024-01-07T16:07:11.779045",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# EarlyStopping class\n",
    "class EarlyStopping:\n",
    "    def __init__(self, patience=5, min_delta=0):\n",
    "        self.patience = patience\n",
    "        self.min_delta = min_delta\n",
    "        self.counter = 0\n",
    "        self.best_loss = None\n",
    "        self.early_stop = False\n",
    "\n",
    "    def __call__(self, val_loss, model):\n",
    "        if self.best_loss is None:\n",
    "            self.best_loss = val_loss\n",
    "            self.save_checkpoint(val_loss, model)\n",
    "        elif val_loss > self.best_loss + self.min_delta:\n",
    "            self.counter += 1\n",
    "            if self.counter >= self.patience:\n",
    "                self.early_stop = True\n",
    "        else:\n",
    "            self.best_loss = val_loss\n",
    "            self.save_checkpoint(val_loss, model)\n",
    "            self.counter = 0\n",
    "\n",
    "    def save_checkpoint(self, val_loss, model):\n",
    "        ''' Save model when validation loss decrease. '''\n",
    "        torch.save(model.state_dict(), 'checkpoint.pt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "528db332",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:07:11.827817Z",
     "iopub.status.busy": "2024-01-07T16:07:11.827544Z",
     "iopub.status.idle": "2024-01-07T16:07:11.832683Z",
     "shell.execute_reply": "2024-01-07T16:07:11.831906Z"
    },
    "papermill": {
     "duration": 0.020472,
     "end_time": "2024-01-07T16:07:11.834591",
     "exception": false,
     "start_time": "2024-01-07T16:07:11.814119",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# DEIT Model\n",
    "class DEIT(nn.Module):\n",
    "    def __init__(self, num_classes, model_name='deit_base_patch16_224'):\n",
    "        super(DEIT, self).__init__()\n",
    "        self.model = timm.create_model(model_name, pretrained=True, num_classes=num_classes)\n",
    "\n",
    "    def forward(self, x):\n",
    "        return self.model(x)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "832bc28b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:07:11.859966Z",
     "iopub.status.busy": "2024-01-07T16:07:11.859673Z",
     "iopub.status.idle": "2024-01-07T16:07:11.863984Z",
     "shell.execute_reply": "2024-01-07T16:07:11.863135Z"
    },
    "papermill": {
     "duration": 0.019217,
     "end_time": "2024-01-07T16:07:11.865797",
     "exception": false,
     "start_time": "2024-01-07T16:07:11.846580",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "num_classes = 6  # Update with the number of classes\n",
    "batch_size = 32\n",
    "num_epochs = 100\n",
    "learning_rate = 0.001\n",
    "root_dir = \"/kaggle/working/oral-diseases\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "469b634a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:07:11.890819Z",
     "iopub.status.busy": "2024-01-07T16:07:11.890270Z",
     "iopub.status.idle": "2024-01-07T16:07:11.967800Z",
     "shell.execute_reply": "2024-01-07T16:07:11.967017Z"
    },
    "papermill": {
     "duration": 0.092365,
     "end_time": "2024-01-07T16:07:11.970018",
     "exception": false,
     "start_time": "2024-01-07T16:07:11.877653",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Data augmentation and normalization for training\n",
    "train_transforms = torchvision.transforms.Compose([\n",
    "    torchvision.transforms.RandomResizedCrop(224),\n",
    "    torchvision.transforms.RandomHorizontalFlip(),\n",
    "    torchvision.transforms.ToTensor(),\n",
    "    torchvision.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "])\n",
    "\n",
    "# Normalization for testing\n",
    "test_transforms = torchvision.transforms.Compose([\n",
    "    torchvision.transforms.Resize(256),\n",
    "    torchvision.transforms.CenterCrop(224),\n",
    "    torchvision.transforms.ToTensor(),\n",
    "    torchvision.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "])\n",
    "\n",
    "# Dataset and DataLoader\n",
    "train_dataset = OralDiseaseDataset(root_dir, transform=train_transforms)\n",
    "test_dataset = OralDiseaseDataset(root_dir, transform=test_transforms)\n",
    "train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)\n",
    "test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1f5cc219",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:07:11.997330Z",
     "iopub.status.busy": "2024-01-07T16:07:11.997037Z",
     "iopub.status.idle": "2024-01-07T16:07:20.080250Z",
     "shell.execute_reply": "2024-01-07T16:07:20.079091Z"
    },
    "papermill": {
     "duration": 8.098919,
     "end_time": "2024-01-07T16:07:20.082861",
     "exception": false,
     "start_time": "2024-01-07T16:07:11.983942",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ac2d71578c664c31bad0bc821fb5f527",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "model.safetensors:   0%|          | 0.00/346M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Model, Loss and Optimizer\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "model = DEIT(num_classes).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.Adam(model.parameters(), lr=learning_rate)\n",
    "\n",
    "# Learning Rate Scheduler\n",
    "scheduler = torch.optim.lr_scheduler.StepLR(optimizer, step_size=7, gamma=0.1)\n",
    "\n",
    "# Early Stopping\n",
    "early_stopper = EarlyStopping(patience=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "87e5b855",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:07:20.113534Z",
     "iopub.status.busy": "2024-01-07T16:07:20.113182Z",
     "iopub.status.idle": "2024-01-07T16:07:20.120573Z",
     "shell.execute_reply": "2024-01-07T16:07:20.119646Z"
    },
    "papermill": {
     "duration": 0.023744,
     "end_time": "2024-01-07T16:07:20.122556",
     "exception": false,
     "start_time": "2024-01-07T16:07:20.098812",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cuda')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0d1bc328",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T16:07:20.152086Z",
     "iopub.status.busy": "2024-01-07T16:07:20.151668Z",
     "iopub.status.idle": "2024-01-07T20:36:16.355876Z",
     "shell.execute_reply": "2024-01-07T20:36:16.354837Z"
    },
    "papermill": {
     "duration": 16136.237812,
     "end_time": "2024-01-07T20:36:16.373356",
     "exception": false,
     "start_time": "2024-01-07T16:07:20.135544",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100, Train Loss: 1.4873, Train Acc: 0.3874, Val Loss: 1.3300, Val Acc: 0.4453\n",
      "Epoch 2/100, Train Loss: 1.2130, Train Acc: 0.5184, Val Loss: 1.4696, Val Acc: 0.4643\n",
      "Epoch 3/100, Train Loss: 1.1179, Train Acc: 0.5586, Val Loss: 0.9678, Val Acc: 0.6059\n",
      "Epoch 4/100, Train Loss: 1.0708, Train Acc: 0.5722, Val Loss: 0.9457, Val Acc: 0.6309\n",
      "Epoch 5/100, Train Loss: 1.0412, Train Acc: 0.5919, Val Loss: 0.9187, Val Acc: 0.6412\n",
      "Epoch 6/100, Train Loss: 0.9714, Train Acc: 0.6129, Val Loss: 0.8674, Val Acc: 0.6581\n",
      "Epoch 7/100, Train Loss: 0.9368, Train Acc: 0.6350, Val Loss: 0.8467, Val Acc: 0.6702\n",
      "Epoch 8/100, Train Loss: 0.7691, Train Acc: 0.6971, Val Loss: 0.5889, Val Acc: 0.7727\n",
      "Epoch 9/100, Train Loss: 0.7048, Train Acc: 0.7218, Val Loss: 0.5125, Val Acc: 0.8057\n",
      "Epoch 10/100, Train Loss: 0.6799, Train Acc: 0.7349, Val Loss: 0.4837, Val Acc: 0.8136\n",
      "Epoch 11/100, Train Loss: 0.6514, Train Acc: 0.7480, Val Loss: 0.4610, Val Acc: 0.8241\n",
      "Epoch 12/100, Train Loss: 0.6162, Train Acc: 0.7640, Val Loss: 0.4211, Val Acc: 0.8405\n",
      "Epoch 13/100, Train Loss: 0.5981, Train Acc: 0.7675, Val Loss: 0.4062, Val Acc: 0.8430\n",
      "Epoch 14/100, Train Loss: 0.5716, Train Acc: 0.7796, Val Loss: 0.3906, Val Acc: 0.8534\n",
      "Epoch 15/100, Train Loss: 0.5377, Train Acc: 0.7885, Val Loss: 0.3593, Val Acc: 0.8612\n",
      "Epoch 16/100, Train Loss: 0.5278, Train Acc: 0.7950, Val Loss: 0.3500, Val Acc: 0.8653\n",
      "Epoch 17/100, Train Loss: 0.5305, Train Acc: 0.7922, Val Loss: 0.3512, Val Acc: 0.8637\n",
      "Epoch 18/100, Train Loss: 0.5102, Train Acc: 0.7993, Val Loss: 0.3463, Val Acc: 0.8663\n",
      "Epoch 19/100, Train Loss: 0.5099, Train Acc: 0.7994, Val Loss: 0.3385, Val Acc: 0.8681\n",
      "Epoch 20/100, Train Loss: 0.5086, Train Acc: 0.8001, Val Loss: 0.3404, Val Acc: 0.8681\n",
      "Epoch 21/100, Train Loss: 0.5161, Train Acc: 0.7973, Val Loss: 0.3305, Val Acc: 0.8720\n",
      "Epoch 22/100, Train Loss: 0.5073, Train Acc: 0.8033, Val Loss: 0.3306, Val Acc: 0.8716\n",
      "Epoch 23/100, Train Loss: 0.5026, Train Acc: 0.8031, Val Loss: 0.3294, Val Acc: 0.8725\n",
      "Epoch 24/100, Train Loss: 0.5094, Train Acc: 0.8032, Val Loss: 0.3300, Val Acc: 0.8721\n",
      "Epoch 25/100, Train Loss: 0.5110, Train Acc: 0.8006, Val Loss: 0.3303, Val Acc: 0.8718\n",
      "Epoch 26/100, Train Loss: 0.5032, Train Acc: 0.8014, Val Loss: 0.3294, Val Acc: 0.8721\n",
      "Epoch 27/100, Train Loss: 0.5070, Train Acc: 0.8017, Val Loss: 0.3297, Val Acc: 0.8715\n",
      "Epoch 28/100, Train Loss: 0.4952, Train Acc: 0.8099, Val Loss: 0.3295, Val Acc: 0.8719\n",
      "Early stopping triggered\n"
     ]
    }
   ],
   "source": [
    "# Training and Validation Loop\n",
    "train_losses, val_losses = [], []\n",
    "train_accuracies, val_accuracies = [], []\n",
    "\n",
    "for epoch in range(num_epochs):\n",
    "    # Training Phase\n",
    "    model.train()\n",
    "    train_loss, train_correct, train_total = 0, 0, 0\n",
    "    for images, labels in train_loader:\n",
    "        images, labels = images.to(device), labels.to(device)\n",
    "        optimizer.zero_grad()\n",
    "        outputs = model(images)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        train_loss += loss.item()\n",
    "        _, predicted = torch.max(outputs, 1)\n",
    "        train_correct += (predicted == labels).sum().item()\n",
    "        train_total += labels.size(0)\n",
    "\n",
    "    train_accuracy = train_correct / train_total\n",
    "    train_losses.append(train_loss / len(train_loader))\n",
    "    train_accuracies.append(train_accuracy)\n",
    "\n",
    "    # Validation Phase\n",
    "    model.eval()\n",
    "    val_loss, val_correct, val_total = 0, 0, 0\n",
    "    with torch.no_grad():\n",
    "        for images, labels in test_loader:\n",
    "            images, labels = images.to(device), labels.to(device)\n",
    "            outputs = model(images)\n",
    "            loss = criterion(outputs, labels)\n",
    "            val_loss += loss.item()\n",
    "            _, predicted = torch.max(outputs, 1)\n",
    "            val_correct += (predicted == labels).sum().item()\n",
    "            val_total += labels.size(0)\n",
    "\n",
    "    val_accuracy = val_correct / val_total\n",
    "    val_losses.append(val_loss / len(test_loader))\n",
    "    val_accuracies.append(val_accuracy)\n",
    "\n",
    "    print(f'Epoch {epoch + 1}/{num_epochs}, Train Loss: {train_losses[-1]:.4f}, Train Acc: {train_accuracy:.4f}, Val Loss: {val_losses[-1]:.4f}, Val Acc: {val_accuracy:.4f}')\n",
    "\n",
    "    scheduler.step()\n",
    "\n",
    "    early_stopper(val_losses[-1], model)\n",
    "    if early_stopper.early_stop:\n",
    "        print(\"Early stopping triggered\")\n",
    "        break\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c0568aad",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T20:36:16.406842Z",
     "iopub.status.busy": "2024-01-07T20:36:16.406471Z",
     "iopub.status.idle": "2024-01-07T20:36:16.637023Z",
     "shell.execute_reply": "2024-01-07T20:36:16.636023Z"
    },
    "papermill": {
     "duration": 0.250478,
     "end_time": "2024-01-07T20:36:16.639417",
     "exception": false,
     "start_time": "2024-01-07T20:36:16.388939",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the best model\n",
    "model.load_state_dict(torch.load('checkpoint.pt'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "624bc5b5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T20:36:16.671778Z",
     "iopub.status.busy": "2024-01-07T20:36:16.671460Z",
     "iopub.status.idle": "2024-01-07T20:39:00.719568Z",
     "shell.execute_reply": "2024-01-07T20:39:00.718534Z"
    },
    "papermill": {
     "duration": 164.066649,
     "end_time": "2024-01-07T20:39:00.721777",
     "exception": false,
     "start_time": "2024-01-07T20:36:16.655128",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    precision    recall  f1-score   support\n",
      "\n",
      "toothDiscoloration       0.94      0.91      0.92      1834\n",
      "            ulcers       0.96      0.96      0.96      2541\n",
      "        gingivitis       0.76      0.85      0.80      2349\n",
      "          calculus       0.67      0.58      0.62      1296\n",
      "            caries       0.92      0.92      0.92      2382\n",
      "        hypodontia       0.92      0.89      0.91      1251\n",
      "\n",
      "          accuracy                           0.87     11653\n",
      "         macro avg       0.86      0.85      0.86     11653\n",
      "      weighted avg       0.87      0.87      0.87     11653\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9sAAAIUCAYAAAAKQD8JAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAADnaklEQVR4nOzdd3iUVdrH8e+09EYKkNCLCb0LUkVEFAVx7QVlrago1lVwfV17X3UBXVm7sLZ1caUoxdUVQUFRiiIdQgmQ3jNJpjzvH5MMhBSSkGRSfp/LXEmeeco9hzHP3HPOuY/JMAwDEREREREREakzZl8HICIiIiIiItLcKNkWERERERERqWNKtkVERERERETqmJJtERERERERkTqmZFtERERERESkjinZFhEREREREaljSrZFRERERERE6piSbREREREREZE6pmRbREREREREpI4p2ZZGb9asWYwbN65Wx86dO5eEhIQ6jqhxOXToEAkJCSxatKjBr52QkMDcuXO9vy9atIiEhAQOHTp00mPHjRvHrFmz6jSeU3mtiIhIzej+XDXdn4/R/VlaKiXbUmsJCQnV+lq/fr2vQ23xnnzySRISEti/f3+l+7z88sskJCSwffv2Boys5pKTk5k7dy7btm3zdShepW+o3nrrLV+HIiKi+3MTovtzw9mzZw8JCQn07duXnJwcX4cjLYTV1wFI0/X888+X+f3zzz9n7dq15bZ369btlK7zxBNPYBhGrY697bbbuOWWW07p+s3B5MmTWbBgAUuWLOGOO+6ocJ+lS5cSHx9Pjx49an2dKVOmcMEFF+Dn51frc5xMSkoK8+bNo127dvTs2bPMY6fyWhERaS50f246dH9uOIsXLyYmJobs7GxWrFjBZZdd5tN4pGVQsi21NmXKlDK/b968mbVr15bbfiK73U5gYGC1r2Oz2WoVH4DVasVq1cu8f//+dOrUiWXLllV4M9+4cSOHDh3ivvvuO6XrWCwWLBbLKZ3jVJzKa0VEpLnQ/bnp0P25YRiGwZIlS5g0aRKHDh1i8eLFjTbZLigoICgoyNdhSB3RMHKpV9deey2TJk3it99+45prrqF///689NJLAHz11VfccsstjBo1ij59+jB+/HheffVVXC5XmXOcOM/n+CG7H3/8MePHj6dPnz5ccsklbNmypcyxFc0JS0hI4PHHH+err75i0qRJ9OnThwsuuIDVq1eXi3/9+vVcfPHF9O3bl/Hjx/PRRx9Ve57Zhg0bmDlzJmPHjqVPnz6ceeaZPP300xQWFpZ7fgMHDiQ5OZnbb7+dgQMHcsYZZ/Dcc8+Va4ucnBxmzZrF4MGDGTJkCA8++CC5ubknjQU8n57v3buXrVu3lnts6dKlmEwmJk2aRHFxMX/729+4+OKLGTx4MAMGDODqq69m3bp1J71GRXPCDMPgtddeY8yYMfTv359rr72WXbt2lTs2KyuL5557jsmTJzNw4EAGDRrETTfdVGbY3Pr167n00ksBmD17tncoZOl8uIrmhBUUFPDss89y5pln0qdPH84991zeeuutcp+w1+R1UVvp6ek89NBDjBgxgr59+3LhhRfy2Wefldtv2bJlXHzxxd52mDx5Mu+99573cYfDwbx585gwYQJ9+/Zl2LBhXHXVVaxdu7bOYhWR5k33Z92fW9L9+eeffyYpKYnzzz+f888/nw0bNnD06NFy+7ndbt577z0mT55M3759OeOMM7jxxhv59ddfy+z3+eefc+mll9K/f39OP/10rrnmGtasWVMm5uPnzJc6cT586b/Ljz/+yKOPPsrw4cM588wzAUhKSuLRRx/l3HPPpV+/fgwbNoyZM2dWOO8+JyeHp59+mnHjxtGnTx/GjBnDAw88QEZGBvn5+QwYMIAnn3yy3HFHjx6lZ8+ezJ8/v9ptKTWjjxSl3mVlZXHzzTdzwQUXcOGFFxIVFQXAZ599RlBQENdffz1BQUGsW7eOOXPmkJeXx4MPPnjS8y5dupT8/HyuuOIKTCYTb775JnfeeSdfffXVST9B/fnnn1m5ciVXX301wcHBLFiwgJkzZ/LNN9/QqlUrAH7//XduuukmYmJiuPPOO3G73bz66qtERkZW63kvX76cwsJCrrrqKiIiItiyZQsLFy7k6NGjzJkzp8y+LpeLG2+8kX79+vHAAw/www8/8Pbbb9OhQweuvvpqwHNTvP322/n555+58sor6datG6tWrapWW4HnZj5v3jyWLl1K7969y1z7yy+/ZMiQIcTFxZGRkcG//vUvJk2axGWXXUZ+fj6ffvopN910E//617/KDQ07mb/97W/8/e9/58wzz+TMM89k69at3HDDDTgcjjL7HTx4kK+++orzzjuP9u3bk5aWxscff8zUqVNZtmwZbdq0oVu3bsycOZM5c+ZwxRVXMHjwYAAGDRpU4bUNw+C2227zvgno2bMn3333Hc8//zzJyck89NBDZfavzuuitgoLC7n22ms5cOAA11xzDe3bt2f58uXMmjWLnJwcpk2bBsDatWu59957GT58OPfffz8Ae/fu5ZdffvHuM2/ePObPn89ll11Gv379yMvL47fffmPr1q2MHDnylOIUkZZD92fdn1vK/XnJkiV07NiRfv36ER8fT0BAAEuXLuWmm24qs9+f//xnFi1axJgxY7j00ktxuVxs2LCBzZs307dvX8BzD547dy4DBw5k5syZ2Gw2Nm/ezLp16xg1alS12/94jz32GJGRkcyYMYOCggIAfv31VzZu3MgFF1xA27ZtSUpK4sMPP+S6665j2bJl3lEo+fn5XHPNNezZs4dLLrmEXr16kZmZyddff01ycjI9e/Zk/PjxfPnll8yePbvMCIelS5diGAaTJ0+uVdxSDYZIHXnssceM+Pj4MtumTp1qxMfHGx9++GG5/e12e7lt//d//2f079/fKCoq8m578MEHjbPOOsv7+8GDB434+Hhj6NChRlZWlnf7V199ZcTHxxtff/21d9ucOXPKxRQfH2/07t3b2L9/v3fbtm3bjPj4eGPBggXebdOnTzf69+9vHD161LstMTHR6NWrV7lzVqSi5zd//nwjISHBSEpKKvP84uPjjXnz5pXZ96KLLjL+8Ic/eH9ftWqVER8fb7zxxhvebU6n07j66quN+Ph449///vdJY7rkkkuMMWPGGC6Xy7tt9erVRnx8vPHRRx95z3l8+xuGYWRnZxsjRowwZs+eXWZ7fHy8MWfOHO/v//73v434+Hjj4MGDhmEYRnp6utG7d2/jlltuMdxut3e/l156yYiPjzcefPBB77aioqIycRmG59+6T58+Zdpmy5YtlT7fE18rpW322muvldnvzjvvNBISEsq8Bqr7uqhI6WvyzTffrHSfd99914iPjzc+//xz77bi4mLjiiuuMAYMGGDk5uYahmEYTz75pDFo0CDD6XRWeq4LL7zQuOWWW6qMSUSklO7PJ39+uj97NLf7s2F47rVDhw41XnrpJe+2e++917jwwgvL7PfDDz8Y8fHxxhNPPFHuHKVtlJiYaPTo0cOYMWNGuTY5vh1PbP9SZ511Vpm2Lf13ueqqq8rd9yt6nW7cuNGIj483PvvsM++2v/3tb0Z8fLyxcuXKSuP+7rvvjPj4eOPbb78t8/jkyZONqVOnljtO6o6GkUu98/Pz4+KLLy63PSAgwPtzXl4eGRkZDBkyBLvdzt69e0963vPPP5/w8HDv70OGDAE8n8CezIgRI+jYsaP39x49ehASEuI91uVy8cMPP3D22WfTpk0b736dOnVi9OjRJz0/lH1+BQUFZGRkMHDgQAzD4Pfffy+3/1VXXVXm98GDB5cZKrR69WqsVmuZ/SwWC1OnTq1WPAAXXnghR48e5aeffvJuW7p0KTabjfPOO897ztICKm63m6ysLJxOJ3369Kkw7qp8//33OBwOpk6dislk8m4v7aE9np+fH2az50+Sy+UiMzOToKAgunTpUuPrllq9ejUWi4Vrr722zPYbbrgBwzDKDUE72eviVKxevZqYmBgmTZrk3Waz2bj22mspKCjw/puEhYVht9urHBIeFhbGrl27SExMPOW4RKTl0v1Z9+eWcH9evXo1WVlZZe6/kyZNYvv27WWGza9cuRKTyVTh3PnSNvrqq69wu93MmDHD2yYn7lMbl19+ebk59ce/Th0OB5mZmXTs2JGwsLAy7b5y5Up69OjBOeecU2ncI0aMoHXr1ixZssT72M6dO9mxYwcXXnhhreOWk9Mwcql3bdq0qbD65a5du3jllVdYt24deXl5ZR6rzjyn2NjYMr+X3tirs5zDiceWHl96bHp6OoWFhXTq1KncfhVtq8jhw4eZM2cOX3/9NdnZ2WUeO/H5+vv7lxv+Fh4eXua4pKQkYmJiCA4OLrNfly5dqhUPwAUXXMCzzz7L0qVLGTZsGEVFRaxatYoxY8aUeWP02Wef8fbbb7Nv374yw8nat29f7WuBpw0AOnfuXGZ7ZGRkmeuB543D+++/zwcffMChQ4fKzIeLiIio0XVLJSUl0bp1a0JCQspsL63Am5SUVGb7yV4XpyIpKYlOnTqVuzmXxlLaVldffTVffvklN998M23atGHkyJFMnDiRMWPGeI+ZOXMmt99+O+eeey7x8fGMGjWKKVOmnFKlWhFpeXR/1v25JdyfFy9eTPv27fHz8/MusdaxY0cCAwNZsmQJ9957LwAHDhygdevWVT6nAwcOYDabT7mS/4kq+vcrLCxk/vz5LFq0iOTk5DJz2Y////DAgQNMmDChyvObzWYmT57Mhx9+6C2EuGTJEvz9/b0f5kj9ULIt9e74T+ZK5eTkMHXqVEJCQpg5cyYdO3bE39+frVu38uKLL+J2u0963sqqahrVWFriVI6tDpfLxfXXX092djY33XQTXbt2JSgoiOTkZGbNmlXu+TVUhdCoqChGjBjBypUreeSRR/j666/Jz88vM1fn888/Z9asWYwfP54bb7yRqKgoLBYL8+fPr5Me3sq8/vrr/O1vf+OSSy7hrrvuIjw8HLPZzNNPP91gy4XU9+uiOqKiovjPf/7DmjVrWL16NatXr2bRokVcdNFFPPfccwCcfvrprFq1iv/+97+sXbuWTz/9lPfee4/HHnus0VZXFZHGR/dn3Z+roynfn/Py8vjmm28oKiqqMCFdunQp99xzzyn1StfEiYX1Svn7+5fb9sQTT7Bo0SKmTZvGgAEDCA0NxWQycc8999Sq3S+66CLeeustb6G5pUuXMnbsWEJDQ2t8Lqk+JdviEz/++CNZWVnMmzeP008/3bu9ogqLvhAVFYW/v7/3E9DjVbTtRDt37iQxMZHnnnuOiy66yLv9VKpFt2vXjnXr1pGfn1/m0/N9+/bV6DyTJ0/mu+++Y/Xq1SxdupSQkJAyFUJXrFhBhw4dmDdvXpmbz4lFY6ojLi4OgMTERDp06ODdnpGRUa43YcWKFQwbNoynn366zPacnJwyxU9qckNs164dP/zwA3l5eWU+PS8dBtmuXbvqP5lT1K5dO3bs2IHb7S7Tu10aS2lbgWfI3rhx4xg3bhxut5tHH32Ujz/+mNtvv93bcxMREcEll1zCJZdcQn5+PlOnTmXu3LlKtkXklOj+XHO6P3s0xvvzypUrKSoq4tFHHy1XSG3fvn288sor/PzzzwwZMoSOHTuyZs0asrKyKu3d7tixI263mz179lRZkK6iXvfi4mJSU1OrHfuKFSu46KKLylQvLyoqKje6pGPHjhVWkT9RfHw8vXr1YsmSJbRt25bDhw/z8MMPVzseqR3N2RafKE02jv9krri4mA8++MBXIZVhsVgYMWIE//3vf0lOTvZu379/P999991Jj6/o+RmGwfvvv1/rmMaMGYPT6eTDDz/0bnO5XCxcuLBG5xk/fjyBgYF88MEHrF69mgkTJpT5RLX00+PjY9+8eTObNm2qccwjRozAZrOxcOHCMuc7fhmr46974ie1X375ZZn2B7zVN6szdGzMmDG4XC7++c9/ltn+7rvvYjKZygzNrm9jxowhNTWVL774wrvN6XSyYMECgoKCvG9qMzMzyxxnNpu9S9kUFxdXuE9wcDAdO3b0Pi4iUlu6P9ec7s8ejfH+vHjxYjp06MBVV13FeeedV+brxhtvJCgoyDuPecKECRiGwbx588qdp/T5jx8/HrPZzKuvvlpuFMTxbdShQwc2bNhQ5vFPPvmk0p7tilTUm79gwYJy55gwYQLbt29n1apVlcZdasqUKaxdu5b33nuPiIiIBn0f1FKpZ1t8YuDAgYSHhzNr1iyuvfZaTCYTn3/+eYMO1z2ZO+64gzVr1nDVVVdx1VVX4Xa7WbhwIaeddhrbtm2r8tiuXbvSsWNHnnvuOZKTkwkJCWHFihWnNPd33LhxDBo0iL/+9a8kJSXRvXt3Vq5cWe11PEsFBwdz9tlns3TpUoByyz2MHTuWlStXMmPGDMaOHcuhQ4f46KOP6N69u3c5iuqKjIzkhhtuYP78+UyfPp0zzzyT33//ndWrV5f7hHns2LG8+uqrzJ49m4EDB7Jz506WLFlS5hN3wFsc5KOPPiI4OJigoCD69etXbj/wtNmwYcN4+eWXSUpKIiEhgbVr1/Lf//6XadOmlSm2Uhd++OEHioqKym0fP348V1xxBR9//DGzZs1i69attGvXjhUrVvDLL7/w0EMPeT/Zf/jhh8nOzuaMM86gTZs2HD58mIULF9KzZ0/vHLELLriAoUOH0rt3byIiIvj1119ZsWJFjYrxiIhURPfnmtP92aOx3Z+Tk5NZv359uSJspfz8/Bg9ejTLly/n4Ycf5owzzmDKlCksWLCA/fv3M3r0aNxuNz///DPDhg1j6tSpdOrUiVtvvZXXXnuNq6++mgkTJuDn58evv/5K69atue+++wC47LLL+Mtf/sKdd97JiBEj2L59O2vWrKnRMqJjx47l888/JyQkhO7du7Np0ya+//77cr3uN954IytWrOCuu+7ikksuoXfv3mRnZ/P111/z2GOPlannMmnSJF544QVWrVrFVVddddKl+OTUKdkWn2jVqhWvv/46zz33HK+88gphYWFceOGFDB8+nBtvvNHX4QHQp08f3njjDZ5//nn+9re/ERsby8yZM9m7d+9Jq7HabDZef/11nnzySebPn4+/vz/nnHMO11xzDVOmTKlVPGazmb///e88/fTTLF68GJPJxLhx45g1a1aZoXDVceGFF7J06VJiYmI444wzyjx28cUXe9fQXLNmDd27d+eFF15g+fLl/PjjjzWO++6778bPz4+PPvqI9evX069fP95++22mT59eZr9bb70Vu93OkiVL+OKLL+jVqxfz58/nr3/9a5n9bDYbzz77LC+99BKPPvooTqeTZ555psKbeWmbzZkzhy+++IJFixbRrl07HnjgAW644YYaP5eT+e677yrsWWnXrh3x8fEsWLCAF198kc8++4y8vDy6dOnCM888U6Ya8IUXXsgnn3zCBx98QE5ODjExMUycOJE777zT2yNz7bXX8vXXX7N27VqKi4uJi4vj7rvvbjT/74hI06X7c83p/uzR2O7PX3zxBW63m7POOqvSfc466yxWrFjB6tWrOfvss3nmmWdISEjg008/5fnnnyc0NJQ+ffowcOBA7zF33XUX7du3Z+HChbz88ssEBgaSkJBQ5vVz+eWXc+jQIT799FO+++47Bg8ezDvvvMMf//jHasf/5z//GbPZzJIlSygqKmLQoEG888475dYGDw4O5p///Cdz585l1apVfPbZZ0RFRTF8+PAyFfsBoqOjGTlyJN9++22tX+9SMyajMX1UKdIE3H777ezevZuVK1f6OhQREREpofuzyMnNmDGDnTt3VjjsXOqe5myLVKGwsLDM74mJiaxevZqhQ4f6KCIRERHR/Vmk5lJSUtSr3cA0jFykCuPHj+cPf/gDHTp0ICkpiY8++gibzVZuCI+IiIg0HN2fRarv4MGD/PLLL3z66adYrVauuOIKX4fUYijZFqnC6NGjWbZsGampqfj5+TFgwADuvfdeOnfu7OvQREREWizdn0Wq76effmL27NnExcXx7LPPEhMT4+uQWgzN2RYRERERERGpY5qzLSIiIiIiIlLHlGyLiIiIiIiI1LEmO2d748aNGIahxdhFRKTRcDgcmEymMmuyyqnR/V5ERBqTmtzrm2zPtmEY1OV0c8MwKC4urtNzNhdqm8qpbSqntqmc2qZyTb1t6vreJHXbpk399VWf1DaVU9tUTm1TNbVP5Zpy29TkvtRke7ZLP+Hu27dvnZyvoKCAbdu20b17d4KCgurknM2F2qZyapvKqW0qp7apXFNvm19//dXXITQ7dXm/b+qvr/qktqmc2qZyapuqqX0q15Tbpib3+ibbsy0iIiIiIiLSWCnZFhEREREREaljSrZFRERERERE6piSbREREREREZE61mQLpIlI8+dyuXA4HL4Oo84VFRV5v5vN+szzeI25bSwWi5afEhERkWpTsi0ijY5hGBw9epTs7OwmuSTEybjdbqxWK4cPH250CaWvNfa28ff3Jzo6mrCwMF+HIiIiIo2ckm0RaXSys7PJysoiJiaG4OBgTCaTr0OqUy6Xi6KiIvz9/bFYLL4Op1FprG1jGAYOh4Ps7GySkpIAlHCLiIhIlZRsi0ijYhgGKSkphIWFER0d7etw6oXL5QIgICCgUSWUjUFjbpvAwEBCQ0M5dOgQaWlpSrZFRESkSo1vjJ6ItGgulwuXy6VERholk8lEeHg4RUVFzbKegIiIiNQdJdsi0qg4nU4ArFYNvJHGqbRIWmkvvIiIiEhFlGyLSKPU3OZpS/Oh16aIiIhUh5JtERERERERkTqmZFtEpI4lJCRU+dWrVy8WL15c6/Nfe+21TJ8+vcbHjRs3jscff7zW162p9evXk5CQwK+//tpg1xQRERFpLDQpUkSkjn388cdlfr/iiiu49tprmTRpEuBZS7p169a1Pv9f/vKXWq1BPW/ePBWeExEREWkgSrZFROrYgAEDym2LjY31bne5XBQWFpZ5vLCwkICAgGqdv3v37rWKq1evXrU6TkRERERqTsPIRUQa2Lx58xg5ciRbtmzhiiuuoG/fvvzzn/8E4MUXX2Ty5MkMHDiQ0aNHc++995KSklLm+BOHkc+dO5eBAweyY8cOrrrqKvr378+kSZP47rvvyhx34jDyWbNmMWnSJNavX89FF13EgAEDuPTSS/ntt9/KHJebm8v999/PwIEDGT58OC+99BJvv/02CQkJp9wWWVlZzJ49m2HDhtGvXz+uvvpqfv755zL7/Pzzz1xzzTUMHjyYgQMHMnnyZD777LNqPy4iIiLiC+rZFpEmwTAMiop9s9SSv5+lzitQOxwO/vSnP3H99ddzzz33EBERAUB6ejrTp0+ndevWZGRk8M4773DttdeybNmyKpdDczgc3H///Vx33XXcfvvtvPHGG8ycOZOvv/6aVq1aVXpcamoqTz75JLfccguhoaH89a9/5Y477mDVqlXeJa5mz57NunXr+NOf/kS7du345JNP2Lp16ym3gcvl4uabb+bgwYPcf//9REdH8/7773P77bfzwQcf0K9fP/Ly8pg+fTqDBw/mpZdews/Pj927d5OTkwNw0sdFREREfEXJdomUTDsut+HrMESkAoZh8OC8NWxLzPDJ9Xt2juS5O0bVacLtdDq5++67vfO4Sz3zzDPen10uFwMHDmTMmDGsW7eOUaNGVXq+0mT7zDPPBKBLly6cffbZrF69milTplR6XHZ2NgsXLuS0004DIDAwkOuuu47NmzczZMgQdu/ezapVq3juuee46KKLABg9ejQTJ06s7VP3+t///seWLVt48803GT16NADDhw/n3HPP5R//+Afz5s1j37595Obmcu+993p70ocPH+49x8keFxERaa4Mw41RXIi7yI672I67yA5uFyaLFZPVBhYrJovN82W1erZbbGCu+04EqZiSbWDr3nRmvbqGofHB9Ont62hEpKUYM2ZMuW3ffvstf//739m1axd5eXne7YmJiVUm22azuUyS2b59ewICAkhOTq4yhtatW3sTbTg2H7z0uNJK4meffXaZa5111lm88847VZ77ZDZs2EBISIg30Qaw2WyMGzeOFStWANCxY0dCQkJ49NFHufbaaznjjDOIjIz07n+yx0VERBqSMy+TwoPbKTy4DXvSLkIL8kn/NYRsP39Pkmv2JL1Yjv1sMls8v1usmMxWMFswXI6SRLrAm0gbJd/dxZ4vo7jw5AFVyOSJwWrzJuDeOMzmku+WCn43g+nE7WZwuzBcLgyX0/Oz2+n52eXCcLswXI4y+5Q+Hm5AytpALH4BmKx+mGx+mG3+np+tfphs/phLtpus/iXf/TCZzZ7zuFxQej53yfVdx/1c8r30Z0tYFNETbvB84NBAlGwD+YUOAPanFPs4EhGpiMlk4rk7RjWrYeQBAQEEBweX2bZlyxZuv/12zj77bG6++WaioqIwmUxcfvnlFBUVnfR8fn5+ZbbZbLaTHndidfLSoeOlx6WmpmKz2QgNDS2zX10ktDk5OURFRZXbHhUVRXZ2NgDh4eG88847zJkzhwceeACXy8WQIUN4+OGHSUhIOOnjIiIi9cUwDBwZhyk8uK3kazvOzKNl9rECjixw1GcgZgtmv0DMfgFgsZYknQ4Mp+NYsmm4j4/ckwC7HPhyXK8ZcBcX4D7pnnUn/PQL8Itu32DXU7INxEV73vBm5DkxDA0lF2mMTCYTAf7N509WRcn7V199RUhICK+88op3aa+kpKSGDq2MmJgYHA4Hubm5ZRLujIxTH9IfHh5Oenp6ue3p6emEh4d7f+/Xrx9vvvkmhYWFrF+/nueee44ZM2bw1VdfVetxERGRumC4nBQd3evtuS48tB13wYk1Qkz4te5EQIcemGI6k5ScSvu4WGxWS8W9rpX0yJosVkx+gZj9gzD7BWD2D8TsF4TJP8CTWPsHYfYLxFTaK3ySTgHD7Tou+XaUJNtODGfp756E3HB7eqNxu0u+uzDc7pLvFfxuuMFkLukh9/TKe3vovb31lpLHrJhKevQLix3s2b2Trh074Gc1YTiKMRzFuJ1Fnp+dxRiOItzOYz+XPo5hlL1G6QgBS0kPvMV2bLSA+VhctlZtGzTRBiXbALSJDMZkAofTICuvuFxvk4hIQygsLMRms5W5YS5ZssSHEUGfPn0A+O9//+uds+12u/nmm29O+dyDBw/mrbfeYs2aNd4h8k6nk2+++YZBgwaV2z8gIIAzzzyTAwcO8NRTT1FUVIS/v3+1HxcRkZbDMAyMogKcuek4c9Jx5qbjLiqo1bnc9jwKD+2gKGknhrPsSFiT1Q//uO4EdOjp+WoXjznAk0sUFBTgYBsB8T0JCgo65ed0KkxmCyY/i09jOJ6zoAB3aBa2tl0J9HHb1Ccl24DNaiYmIpCUTDtH0gto16byyr0iIvVl5MiRvPfeezzxxBOcc845bNy4kc8//9ynMZ122mmcc845PPnkk9jtduLi4vjkk08oLCys9tD6devWleuhb9++PWPHjqVfv3786U9/4r777iM6OpoFCxaQlpbGLbfcAniKqH366aeMHz+euLg40tLSWLhwIYMGDcLf3/+kj4uISPNjGAbuwjycOem4ShLp0oTaddzPtZ/TXDlzYAgB7XsS0KEHAR164t+2q6cYmUgFlGyXaBsVREqmneT02n3iJSJyqs4880zuv/9+Fi5cyKJFixg0aBDz58/n3HPP9WlcTz/9NI8//jjPP/88fn5+/OEPf+C0007zrg1+Mi+++GK5bZdeeilPPfUU//jHP3j++ed54YUXKCgooFevXrz22mv07u2pVtmxY0fMZjOvvPIK6enpREREMGrUKO69995qPS4iIk2XuzCf4vQkHCVfxWme787s1HI9zJUxB4RgDYvEEhqFJTD05AdUwGT1wz+2GwEde2GLisNkMtfqPNLymIwmOkm5tEJu37596+R8cz/+mZU/HmLK6M7cdFH/ah1juF2kr3wbW1Q7wk8/v07iaIwKCgrYtm0bPXv6fghMY6O2qVxt26awsJB9+/bRpUsXAgIC6jFC33G5XBQWFhIQEIDF0niGdNXENddcg9lsZsGCBXV63qbQNlW9Ruv63iR126b6m105tU3l1DZluQvzsR/cRuH+reTv+xVH2gEsASFYQyOxBEdgCYnAGhJR8nMrLCERWIJbYQ2JwOQXWG5UlGG4ceWkH0uq05K8P7vyMquMxRwUhjU0CmtYFNbQKCwl361hUVhCo7CGRnqKhvmIXjuVa8ptU5P7knq2S7SN8vwjH82ofs+2ff9v5Py8HJNfQLNOtkWkZVuxYgVHjhwhPj4eu93O0qVL2bBhA6+++qqvQxMRkXrmLsyn8OB27Pt/w75/K8XJ+8pUtjYB7oJsiguyT3ouk9XPm3xbgkJx5mbgSE/CcFS+coYlJBJbdDv8otphK/1q1QZLaCRmq1+lx4k0Bkq2S8SWJts1GEZu37MJwLMGnqMIs03zA0Wk+QkKCuLzzz8nMTERh8NB165deeGFFxg/fryvQxMRkTrmTa4P/Ebh/q0UHd13wrJRYIuMJaBjb8yxp3Egz6Brx3bYnIW48rNw5mXhysvElZ+JKy/Lu80otmM4i3FmpeDMSil7UbMFW2QstqiySbVfdDvM/k2r11PkeEq2S7SNLO3ZtmMYRrUK/xTs3ej92W3PU7ItIs3S6NGjGT16tK/DEBGRelJ4eDf5274vSa73lkuura3aEtipDwGdehPYsTfWsCjAMxTYvW0bttadTzoU2F3sScZd+VmeJLwgB0tIK09iHdHaszyTSDOjV3WJ1q0CMZmgqNhFZm4RkWFVz+9w5qThSD3o/d1VkOP9wyMiIiIi0pgZhoF932ayvv+Mwv2/lXmssuT6VJj9AjD7tcXWqu0pn0ukqVCyXcJqNRMeZCEr38Xh1LyTJtsFJUPIS7nsJy5oLyIiIiLSuBhuF/nb15H1/Wee+dcAZgshvUYS2G1gnSXXIqJku4yoUKsn2U7Lp0+36Cr3tR83hBzAXZBbn6GJiIiIiNSa4XSQ++v/yPrhPzgzjwJgsvkTOvAcIoZNxhpW9XtfEak5JdvHiQy1sudoEUfS8qvcz3C7sO/bAoA1PAZndiquAvVsi4iIiEjj4i4qIOeXlWT/uNS7lJY5MITwIRcQNmQilqDarT0tIienZPs4kaGe5jicllflfkVJu3AXFWAODCGw6wByN65Ssi0iIiIijYYrP5vsn5aR8/Ny3IWejiRLaBQRZ1xI6ICzMfsF+jhCkeZPyfZxokqS7ZP1bBfs8QwhD+zSH0twOABuu4aRi4iIiIhvObJSyF73Obmbv8ZwFgNgi2pHxPCLCOkzGpPF5uMIRVoOJdvHiTwu2a5q+a/S+dpB3QbiLvKsy62ebRERERHxFVd+NulfLyDv12+9S3f5x3YnYsTFBCWcjslk9nGEIi2P/q87TkSwFZMJCotdZOQUVriPKz+boiN7AAjsMgBLYJhnu3q2RaTErbfeyoQJEyp9fOHChQwaNIgDBw5U63wJCQm89dZb3t+vvfZapk+fftLjhgwZwty5c6t1jVLbtm1j7ty52O32MtsXLVpEQkICGRkZNTpfbSUlJZGQkMDy5csb5HoiIk2VYRjkbPovB1+fSd6Wb8BwE9ilP7HXPErc9c8S3GOYEm0RH1HP9nGsFhOtIwJJzrRzJC2fqPDyc1kK9m0GwK9NF6yhrTCXFJVwq2dbREpMmjSJ++67jy1bttCvX79yj3/xxRf07duXjh071ur8f/nLXzCb6+eN07Zt25g3bx7XXHMNgYHH/gaOHTuWjz/+mLCwsHq5roiI1Fxx+mHSvnydwv1bAc/70+iJtxDQLt7HkYkIKNkup01UEMmZ9kqX/7LvKR1CPgDgWM+2lv4SkRJnn302QUFBLF26tFyyfejQITZt2sQDDzxQ6/N37979VEOsscjISCIjIxv8uiIiUp7hcpD1w+dkrfkUw+XAZPWj1ZlXEj50EiazxdfhiUgJjSk5QWxUEFBxkTTDcFOwdxMAgV0HAniXS3DZczAMo2GCFJFGLTAwkLPPPpsvv/wSt9td5rFly5ZhsViYMGECqampzJ49m7PPPpt+/foxYcIEXnrpJYqLi6s8f0XDyL/66ivOO+88+vbty6WXXsqWLVvKHfe///2P66+/nuHDhzNo0CAuu+wyVq9e7X180aJFzJ49G4Dhw4eTkJDAuHHjvI+dOIw8KyuL2bNnM2zYMPr168eVV17JTz/9VGGsy5cv59xzz2XgwIFcd9111R5CX5WioiKeeeYZRo0aRd++fZkyZQqrVq0qs8+uXbu4+eabGTZsGP379+fcc8/ljTfeqPbjIiKNTeHB7Rx6834yv/0Qw+UgsOsA2k9/hYgzpijRFmlk1LN9grYlyXZFy38VH92HuyAHk18gAe09w3PMQSVDKl1OjOJCTP5aRkGkPhiGgeEo8sm1TTb/SgsmVmby5MksWbKE9evXM3z4cO/2pUuXMnz4cCIjIzlw4AARERHMnj2bsLAwEhMTmTt3LqmpqTzzzDPVvta2bduYOXMmY8aMYfbs2Rw6dIi77767XNJ+6NAhzjrrLG644QbMZjOrV6/mlltu4b333mPYsGGMHTuW2267jb///e+8+eabhIaG4ufnV+E1XS4XN998MwcPHuT+++8nOjqaBQsWcP311/PRRx/Rp0+fMvFlZGRw//3343K5ePbZZ/nTn/7Exx9/XKM2PdH999/Pd999x913303Xrl35/PPPufPOO3n11Vc5++yzAc/8+ejoaJ566ilCQkI4cOAAR48e9Z7jZI+LiDQWrsJ8Mr5eSO7GlYDnPWj0hBsI7jWqxvcoEWkYSrZP0DbSkywfTi3fs+1d8qtzX++yCWabPyarH4azGJc9B7OSbZE6ZxgGh9//M0WHdvjk+v7texB33ZM1ejMzcuRIIiMjWbZsmTfZ3rlzJzt37uSGG24AID4+ngcffNB7zKBBgwgMDGTWrFk88sgjZeZMV+Uf//gHsbGxvPrqq1gsnl4Nf39//vznP5fZb+rUqd6f3W43w4YNY/fu3XzyyScMGzaMyMhI7zzy3r17Vzls/H//+x9btmzhzTffZPTo0QCMGjWKCRMmMH/+/DKF2XJzc/nPf/7jPV9BQQGzZ8/m6NGjtG3btlrP8UTbt29n5cqVPPbYY1x55ZUAjBkzhqSkJG+ynZGRwaFDh/jzn//s7aE/44wzvOc42eMiIo2BYRjkb19H+oo3ceVnARDafxyRZ1+HJTDUt8GJSJU0jPwEpT3bR9Lzyw0Lt5cMIQ/qNrDMdkuQ5m2L1L+m9am91WrlvPPOY+XKld4e5mXLlnmHmIPnDdS7777L+eefT79+/ejduzf3338/TqeTgwcPVvtamzdv5qyzzvIm2gDnnXdeuf2OHj3Kgw8+yOjRo+nVqxe9e/dmzZo17Nu3r8bPb8OGDYSEhHgTbQCbzcY555zDzz//XGbfHj16lEncS+ecn0oPcuk1TnyeEydO5Pfff6egoIBWrVrRrl07XnrpJT777LNy1zvZ4yIivubMSSP5X8+SsuhFXPlZ2CJjib3mUWImzVCiLdIEqGf7BK0jAjGbTRSVLP9VWpHcVZhPYUmvWmDXAWWOMQeFQU6aKpKL1BOTyUTcdU82qWHk4KlK/sEHH/Ddd99x9tlns3TpUsaNG0dwcDCFhYW8//77vPDCC9x0000MGzaMsLAwfv31Vx5//HGKiqr/XFNTU4mKiiqzLSQkBH9/f+/vbreb2267jdzcXGbOnEmnTp0IDAxkzpw5HDlypMbPLScnp9w1AaKjo8nOzi6z7cQK5jabZ2RQTZ7jibKzs7HZbERERJS7vmEY5ObmEhQUxFtvvcXLL7/M448/TkFBAb1792b27NmcfvrpmEymKh8XEfEVw+0iZ8OXZPzvQwxHIZitRIy4iIiRl2C2Vjy9R0QaHyXbJ7BazbRuFcjR9AIOH7f8lz1xCxhubFFx2CJalznm+CJpIlI/TCYTJr8AX4dRI4MGDaJdu3YsW7aMqKgo75DlUitWrGDcuHHcd9993m179uyp8XViYmJIT08vsy0vL69MMrt//35+//13Xn31VcaPH+/dXlhYWOPrAYSHh5e7JkBaWhrh4eG1OmdNr+9wOMjOzi5zvbS0NEwmE6Ghnr/LXbp0Yc6cOTgcDjZu3MhLL73ErbfeyurVqwkODj7p4yIi9c0wDFy5GTjSkyhOT8KRnkThga0Up3gKSfq370HM+bfiF9PBx5GKSE1pGHkF4qJDgLIVye17NgHHqpAfT8t/iUhFTCYTkyZN4uuvv+aTTz4hIiKizLDrwsJCby9vqSVLltT4Ov369eObb77B5XJ5ty1fvrzMPqWJ9/HXS0pKYuPGjWX2K338ZBXRBw8eTF5eHmvWrPFuczqdfPXVVwwePLjGz6GmSq9x4vNcvnw5vXr1IigoqMx2m83G0KFDueWWW8jLyyMlJaVGj4uInCrD6aA49QB5238gc82npHz+N5LefoDEF6dyYO4tHPngMdJXvEnOhi8pTjmAyT+I6InTibvuCSXaIk1UjXu29+/fz1tvvcXmzZvZtWsXXbt2ZenSpTU6x7vvvsszzzzD2LFjmT9/fk1DqHex0cGwAw6neiqSG4bhLY524nxtAHNJz7aGkYvIiSZNmsT8+fNZtGgRV1xxBTabzZsUjxgxggULFrBw4UI6d+7M4sWL2b9/f42vccstt3DppZcyY8YMrrrqKg4dOsRbb71VZhh5165dadu2LX/9619xu90UFBQwZ84cWrcuO1KnW7duAPzzn/9k/PjxBAQEkJCQUO6aY8eOpV+/fvzpT3/ivvvu81YjT0lJYc6cOTV+DpXZvHlzuW3R0dEMGTKECRMm8Oyzz1JYWEiXLl1YvHgxGzdu5LXXXgM8RdSee+45zj//fDp06EBeXh7z58+nXbt2dOzY8aSPi4icCmdeJjk/fUFx6gEc6Uk4MpPBcFe8s8mMrVVbbFHtsEW3wy+qHYHdBmENiWjQmEWkbtU42d61axfffvst/fv3x+1213ht6dTUVF599dUK5/o1FnHRnqGDR9I9PduOtIO4ctMxWf0I6Nir3P7enm27erZFpKz4+HgSEhLYsWMHkydPLvPYbbfdRlZWljc5Pffcc3n44Ye59dZba3SNXr168be//Y0XX3yRO+64g9NOO42XX36ZG2+80buPn58fc+fO5fHHH+euu+4iNjaW2267jXXr1vHbb7+VOdedd97Jv/71L958801iY2P5+uuvy13TYrHwj3/8g+eff54XXnjBO9/57bffLrPs16l6++23y20bPnw47777Li+88AIvvfQSb7zxBllZWXTt2pU5c+Z4K4vHxMQQHR3N/PnzSU5OJjQ0lCFDhvDCCy9gsVhO+riISG05c9I5vPARnJllCy+a/ALxK0mobVGepNoW1Q5bZFvvSjci0nzUONkeN26cd77frFmzyrxJq44XXniBcePGcfjw4ZpeusHExXiGkZcu/1VQMoQ8oGMvzDb/cvt752yrZ1tEKrB48eIKtwcHB1e4nvaOHTuq/H3BggXljjnnnHM455xzymzbsGFDmd/79evHp59+WmbbRRddVO5cd9xxB3fccUeZbRdffDEXX3xxmW2tWrU66XrgFcXas2fPcs/pRO3atTvpPgEBATz00EM89NBDFT4eFRXFCy+8UOnxJ3tcRKQ2jk+0reGtCT9jCn4lybUlpJXWxBZpQWqcbJvNtZ/mvWHDBr766iuWL19epiBQYxN7XM+2YRjY91Y+hBxKqpEDbvVsi4iIiLRYzpw0Di/8iyfRjmhN3NTHsYbH+DosEfGRBqtG7nK5eOKJJ7j11lvLzRGsLcMwKCgoqJNz2e127/fQAH/v8l+HDh3FceB3AExxPSq8nsPsWYLBmZddZ/E0Jse3jZSltqlcbdumqKgIt9uNy+UqU/CrOSmdfmMYRrN9jrXVFNrG5XLhdrux2+243WXnXxqGoV4rkRbKmZPG4QWP4MxKVqItIkADJtsffPABdrudP/7xj3V2TofDwbZt2+rsfACJiYkAhAeZycxzsX3Nf+nmcuIKCGfX0SxIzi53jDk3lXCgOC+zzuNpTErbRspT21SuNm1jtVpPaQ3mpqIlPMfaasxtU1RUhNPpZO/evRU+7uenNXBFWhpndqqnRzsrGWtEG+KmPqZEW0QaJtlOT09nzpw5PPfcc3X6JsRms9G9e/c6OZfdbicxMZHOnTsTGBhIxx/tZO5OJ6LQU9gi5LTBtOtVvjgagCsvltS1YHYU0qNHAiZT81pR7cS2kWPUNpWrbdsUFRVx+PBh/P39CQhoWutqV5dhGBQVFeHv769e0BM0lbaxWq107NixTMV3gN27d/soIhHxlXKJ9rWPYw2L9nVYItIINEiy/be//Y2EhASGDBlCTo6niJjT6cTpdJKTk0NQUBBWa81DMZlM5dZSPVWBgYEEBQXRoU0Ym3enE5i2E4CwhCGVXsvwt5EKYLgJMIMlsG5jaixK20bKU9tUrqZtYzabvV/NtSJ06fBok8nUbJ9jbTWFtil9fQYGBpb7QKgxf0AgInXPk2g/gjMrBWurtp4ebSXaIlKiQZLtffv28dNPP3H66aeXe+z000/njTfeYMyYMQ0RSrXFRgcTZc4lqDgdzBYCO/etdF+TxYbJPwijqAC3PQdLYEgDRirSvNhsnqVPCgoKNFpAGqX8/HxMJpP3tSoiLZMjO4UjC/9yXKL9ONawxru0rYg0vAZJth966CFvj3app59+moCAAO69914SEhIaIowaiYsJoactCYCA9j0w+1fdM2cJDMVZVICrIBdbZENEKNI8WSwWIiIiSElJASAoKKjZ9Ra6XC7vnOTG2nvrK421bQzD8I7GysnJISIiolHFJyINy5GdwpEFf8GZrURbRCpX42Tbbrfz7bffApCUlEReXh7Lly8HYOjQoURGRjJt2jQOHz7MqlWrAM+aqicKCwsjKCiIYcOGnUr89SYuOpgeNs9a4IFdB5x0f0tQGM6sZK21LVIH2rZtC+BNuJsbt9uN0+nEarWe0nKKzVFjbxuLxUJsbCzh4eG+DkVEfESJtohUV42T7fT0dO66664y20p/f//99xk2bJh32Z6mLCbMRrzNUxzN0abiwmjHMweGAlprW6QumEwmYmNjad26NQ6Hw9fh1Dm73c7evXvp2LGjhsqfoDG3jdVqxWKxNLuRFiJSfY6skqHjSrRFpBpqnGy3b9+eHTt2VLnPggULTnqe6uzjS84jO/E3Ocl2B5JPFCdbGdwSFAagnm2ROmSxWJrlUN3StZmbc8X12lLbiEhj5cxOJe3fz+DMTsUWGUvsNY8p0RaRKjW+MXqNRMGejQDscMRyOK3gpPtbgjw92y71bIuIiIg0K+aCLDI+fVqJtojUSIMUSGuK7Hs9yfY2Rzu6pOWddH9zoKdn262ebREREZFmw5mdQsiP/8RdmO1JtKc+jjVU1XBF5OSUbFfAmZNOccoBDEzscMTin5Z/0mO8PdsF6tkWERERaeoMw03uL6tI/3oBlmI7llZtlWiLSI0o2a5Awd5NALhadSI/I4Aj1Um2S3q2XXb1bIuIiIg0ZcWpB0n94nWKDm0HwBkeR8yls5Roi0iNKNmuQOkQcv8u/WEPHE7LxzCMKivQmkt6tt3q2RYRERFpkgyng8zvF5G1dhG4nZhsAYSMvJQD/u1pH9LK1+GJSBOjZPsEhtuFfd8WAKJ7n475610UO1xk5BQSFV75MjTeauTq2RYRERFpcgoPbif1i7/jSDsEQFD3wUSfdzPFtmDYts3H0YlIU6Rk+wSOo3twF+ZjDgghqH08bVolcSQ9n8Op+VUn2951tvMx3C5M5ua3XJGIiIhIc+MuzCf9m4Xk/rISAEtwOFETbiS45whMJhPFBSdflUZEpCJKtk9QlPgrAIFd+mEyW4iNCfYk22n59O0eXelx5sAQwAQYuO15WILDGyZgEREREamV/O3rSVvxJq68DABC+48j8uzrvJ0oIiKnQsn2CYr3e4aQB3UbCEBcdDC/AEdOsvyXyWzBHBiM256Hy56rZFtERESkkXLmZpC24k0KdqwHwNqqLTHn30pg574+jkxEmhMl28cxFRfgOLoPgMCuAwCIjQ4GPEXSTsYSGOZJtrXWtoiIiEij413O65uFGEUFYLYQccYUIkZditnm7+vwRKSZUbJ9HGvaPsDAr3Un79IOcdEhANVa/sscFAoZqkguIiIi0tgUpx4k7cv5FB70FDvzj+1O9AW34d+ms28DE5FmS8n2cWxpewEILBlCDp5h5ODp2Xa7Dczmypf/0lrbIiIiIo1Lccp+Mtf+m/xtP4DhxmQLIHLsVYQNmaiCtiJSr5RslzAMtzfZDioZQg7QOjIIs9lEscNFZu7Jlv/yFNNwqWdbRERExKcKk3aRtfbfFOz6ybstKP50oibcgC28tQ8jE5GWQsl2CWfqAczF+Zhs/gR06OHdbrWYaRMZxJG0ky//ZS5Za9utnm0RERGRBmcYBoUHtpK19t/Y920p2WoiuOdwIkZeoiHjIi2YYRiYTJWPUq4PSrZLFCV6/iD7deiNyWIr81hsdLAn2U7Lq3L5r9JlItSzLSIiItJwDMPAvucXMtf+m6JDOzwbzRZC+owhYsQf8Itq59sARcQn3G6DtVsO8/GqHWTkFDL3/rOq7Dyta0q2S5Qm2/4VLPlwbPmvqoukWUp6tlWNXERERKT+GW4X+TvWk7V2EcXJnhVlTBYboQPOJvyMKdgiNFxcpCVyuw2+//UwH67cwYGjno7QiFD/Kutv1Qcl24C7MB/Hkd0A+HXqV+7x6i7/ZS7p2Xbb1bMtIiIiUl8Ml5O8rd+R9f1nONKTADDZAggbPIHwoRdiDW3l4whFxBcqSrKDA6xMGdONyWO6ERJoO8kZ6paSbaDw0A5wu3AFRWKt4BPQ6i7/pZ5tERERkfqVu/lrMr/7F87sFADMAcGEDTmf8NMv8BarFZGWxe02+OHXI3y4cjv7G0GSXUrJNmCLisMa04n8Nn0qfDwupnrLf3mrkatnW0REmrA9e/bw5JNPsnHjRoKDg5kyZQp33303fn5+VR6XmZnJyy+/zOrVq8nKyqJ9+/Zcc801XHXVVQ0UuTR3+Tt/InXpq4CnMG3EsMmEDT4Ps3+QjyMTEV9wuw1++O0IH63cQeIRT4dnUEmSfaEPk+xSSrYBW6u2RE99ktRt2yp8vHWrY8t/ZeQUEh1R8aR6c8k620ZRAYbLUa7QmoiISGOXnZ3NtGnT6Ny5M3PnziU5OZlnn32WwsJCHnnkkSqPveuuu9i7dy/33nsvsbGxrF69mkcffRSLxcLll1/eQM9AmivDMMhc/TEAoQPGEzXhBsw2fx9HJVK3nC43W3ankZtfjNlswmwyYTaD2WTC5P3dhNmE93GTyYTFbPJ2CBqGgQFggNswMAzPud2GAQYYGBjuku8GGAbYrGbiYoKJDAto8IrdtVFZkn3h6G5MGdOVkKCqPxxuKEq2q+H45b+OpOVXnmwHBIHJDIYbV0Ge5guJiEiT89FHH5Gfn8+8efOIiIgAwOVy8dhjjzF9+nTatGlT4XGpqamsX7+eZ555hosvvhiA4cOH8+uvv7Js2TIl23LKCnb+RHHyPkx+AUSeNVWJtjQbhmGw62AW3/x8kNUbk8jJL/ZZLMEBVtq3CaVD61A6tAmlQ5sQOrQJ9XY++prbbbDutyN82MiT7FJKtqsprhrLf5lMZixBobjysz1rbSvZFhGRJmb16tUMHz7cm2gDTJw4kb/85S+sXbvWm0ifyOl0AhAaWnbObEhICAUFBfUWr7QMhmGQ+d0nAIQPOV9zs6VZSMks4H8/H+Kbnw9yKCXPu71VqD8d24bidnt6o91uw/vdMAzvdpf395LHjWNrSZvw9Ibj+c+zzUTJl6nsNkzYi50kp+eTX+hkx/5MduzPLBOrn81C+9YhJUl4SEkiHkpsdDBut4G9yElBobPkuwN7kbPMthN/zs0vJDsnj8Dv8zEw4XYbuNxuXG7P83K5jAq3OV0u7EUuAAL9rVw4pitTxnQjtJEl2aWUbFeTtyJ56skrkrvys1UkTUREmqS9e/dyySWXlNkWFhZGTEwMe/furfS42NhYRo0axeuvv06XLl1o27Ytq1evZu3atbz44ov1HbY0cwW7Nnh7tcOHTfZ1ONKEGYZBsdNNYZGTomIXhcVOihwuCotdFJV8FRY7j/vdidvw1HDq2CaU9m1C8bdZan39gkIHazcf5pufD/HrnjTvdj+bheF9YjlrSHsGnBaDxWKui6dbIw6ni8Op+RxIzuVQcq7ne0oeh1LyKHa42JuUzd6k7Dq+alGNj2gKSXYpJdvV5K1Inn7yiuQOVJFcRESappycHMLCwsptDw8PJzu76jdZc+fO5Z577uGCCy4AwGKx8PDDD3PuueeeUkyGYdRJ77jdbi/zXY5pzG1jGAbp334EQFD/8RRhhQYcLdGY28bXGrJtnE43P2xN5r8bDpGeXYRRMhHZbQAlc5SNkvnJx//s2cez0ek2KHa4vNtrw2SCNq0Cad86hPatg0t6e0OIiw7C74QkvLRd8vIL2Lgzje82HeHHbSk4nG7vuXp1bsWYAXEM7dWaoABPalZUVFj7AE9RTLiVmPBWDI4/NkLX5XKTkmUnKSWfQ6n5JKUe+15U7PLu5+9nIcjfQoCflUB/C4H+VgL9rQT4WQgMsBLoZyXA30KQvxWLyU1mZjptW8cQEOCPxWzCYjFhNpu9888tZlOFP0eGBRDgZwGcFBQ4G7yNSkcPVIeS7Wo61rOdV+V+pWttuwpUkVxERFoOwzCYPXs2iYmJ/PWvfyUmJobvv/+ep59+mvDwcG8CXhsOh4NtlRQxrY3ExMQ6O1dz0xjbxpayi5CURAyLjaTQ7hh1+FqoicbYNo1FfbZNrt3Fhl15bNidT36hu07PbbWAzWLGZjXhZzVhs5iO/Ww1Y7N4fnYbkJbjIDXbib3YzdEMO0cz7GzYnuo9l8kErYKtxERYaR1uIybcRmigmR2HCvl10eEysUeHWenfJYi+nYOICLYC2ezfV9c9xnUvGEiIgYQYCxCGYYSSX+TGava008nndDtLvjy92R3Cg4D8ki/AVfJVwl3ydaLs1Ao2NrCTrc5RSsl2NZUu/3UkveAky395egPcdvVsi4hI0xMWFkZubvkPjLOzswkPD6/0uP/9738sX76cxYsXk5CQAMCwYcNIT0/n2WefPaVk22az0b1791ofX8put5OYmEjnzp0JDKy42GlL1VjbxjAM0n/5ECcQMvBcYvsPbvAYGmvbNAb11TaGYbDrUDbL1x1k3dZkXC5PV3SrUH/OGdqevl0jy85BLpmYbC7pbTR7JiSXzEs+NkfZYjHh72fB3+b5qmnBL8MwyM4r5mBKHodS80uGWOdzMCWPfLuTjDzP145D5XumQ4NsjOzXljEDYukaF9YkKn7Xp6b8/9Xu3burva+S7Wpq0yoISzWW/7KoZ1tERJqwrl27lpubnZubS2pqKl27dq30uN27d2OxWIiPjy+zvWfPnvzrX//CbrfX+g2VyWQiKKju1lEODAys0/M1J42tbQp2/YwzZR8mmz/Roy7G4sPYGlvbNAZut0FOgQs/P/86aRuH08V3mw6zdM1edh3M8m7v2TmSyaO6MrxfLFYfzGU+XnBwMHFtWjHsuG2GYZCVW8SBo7nsT87hwNFcDibnkpyeT5sIM5NGJzC8fwefx94YNcX/r2ryQYmS7WqyWMy0Lln+63BaXuXLf5X0bLvUsy0iIk3QmDFjeP3118vM3V6+fDlms5mRI0dWely7du1wuVzs2LGDHj16eLdv3bqVqKioJtdzIb7nqUDuWVc7bMhELMGVj6yQhpWZW8h/fzrIih/2cTTDjnXJUdq3DqVjm1A6ti39CqNtZFC1Cn2lZ9v58odEVvywn6w8zxBjq8XMmYPaMWlUV7q3j6jnZ3RqTCYTrcICaBUWQP/4GO/2goICtm3bRs8eMUq0Wygl2zVQuvzXkbR8+nWPqXCf0qUo3OrZFhGRJujKK69kwYIFzJgxg+nTp5OcnMzzzz/PlVdeWWaN7WnTpnH48GFWrVoFeJL0uLg4Zs6cyYwZM2jdujVr1qzhs88+48477/TV05EmzL7nF4qO7MFk8ydi2IW+DqfFc7sNNu1KZcW6RNb/dhSX+1iVMafLIPFIjnfd41I2q5l2MSHHEvA2JUl4VDBmE+zYn8mSNXtZu/mw93xR4QFMHNGZc4d1JiJUa6lL06ZkuwbiYkL4eXtKlct/WQJLerZVjVxERJqg8PBw3nvvPZ544glmzJhBcHAwl156Kffcc0+Z/dxuNy7XsUo2ISEhvPvuu7z88su8+OKL5Obm0r59e2bNmsXUqVMb+mlIE+fp1f4XAGGDz1Ovtg+lZ9v56qcDrFx/gJSMY1XgEzq2YuygWFrZsohr34XUHCcHjuZy4GgOB5JzOZjsWS6qsiQ8ItSf1MxjVcx7dYlk0qiuDO/r+6HiInVFyXYNxEaVVCRPq7wi+bFh5OrZFhGRpqlbt268++67Ve6zYMGCcts6derEK6+8Uj9BSYti37ORosO7PL3aZ0zxdTgtjsttsHFHCst/SOSnbcm4S3qdgwOsnDW4AxPO6ESXuPCSYdI5tIkMokv7IIb2aus9h9ttkJJZ4JnHfDSHgyXrNpcm4amZdmxWM2cObM+kUV3o1siHiovUhpLtGvBWJE+romfbO4xcPdsiIiIiNeXp1f4EgLBB56pXuwGlZtr56sf9rPzxAGlZx3qde3aO5LzhnRjRL44Av+qlD2azibZRwbSNCmZo72NJuMttkJJRQHJGPl3iwgkP0VBxab6UbNdA6VrbR9LyK13+q3QYueEsxu0owmzTHxARERGR6rLv3eTp1bb6Ea5e7QaxaWcKn6/eyy/bkymdih0aZOOsIR04d1gnOrYNq7NrWcwmYqODve+rRZozJds14F3+y+mudPkvk18AWKzgcuIuyMEcXnEhNREREREpq0yv9uBzsYZE+DagZm73wSzeW/Y7m3alerf17RbNhDM6MaJvLH42iw+jE2n6lGzXgMVipk1kEIerWP7LZDJhCQzDlZeBqyAXq5JtERERkWqx79tMUdJO9WrXs8NpeSz8cjvfbUoCwGoxcd7wzlwwsgvtW4f6ODqR5kPJdg3FRgd7ku3Uqpf/cuVlaK1tERERkWoyDIPM1aVztSdgDWnl44ian8zcQj5auYMV6/bjchuYTHDmoPZcc24P2kZpWLdIXVOyXUOly39VVSSttCK51toWERERqR77vi0UJe3w9GoPv8jX4TQrBYUOPvvfHv7z7W4Kiz1L9g3u0ZppF/SiS5wK0InUFyXbNRQXffLlvyyBnuE36tkWERERObnj52qHqle7zjicLr78IZGPV+0kJ78YgPiOEfzxgt707R7t4+hEmj8l2zV0fEXyylhK19rW8l8iIiIiJ2VP3ELRoe2YrH5EnHGRr8Np8txug9Wbklj45TaSMwoAaBcTzLXn92JE31hMpvIr6ohI3VOyXUNx0SFA1ct/mQNL19rWMHIRERGRqhiGQdZ3/wIgdOA5WEPVq11bhmGwcUcq7y37nb2HswGIDPPnqgk9GD+0I1aL2ccRirQsSrZrqHWrQO/yX+nZhcS0Kl+R3NuzrWHkIiIiIlUqTPyVwoPbMFlsRGiudq2lZ9v520cb2bjTs4xXUICVS846jQtHdyXAX2/5RXxB/+fV0PHLfx1Jz6sk2S6Zs62ebREREZFKlZmrPfAcrKGRPo6oafrp96O8/OFGcguKsVrMTBrVhcvOjics2M/XoYm0aEq2ayEuJqTK5b/MgSXVyNWzLSIiIlKpwv2/qVf7FDicbt5b9jufr94DQNd24Txw7RDaxYT4ODIRASXbtRLrrUhecZE09WyLiIiInNyxXu3xWMOifBxN03IkLZ/nF25g98EsACaP7sr1k3phs1p8G5iIeCnZroU4b0Xyipf/OlaNPBfDMFTxUUREROQE9v2/UXjgd7BYiRj+B1+H06Ss3niIef/ajL3ISWiQjbuuGMiwPrG+DktETqBkuxZKK5JX1rNdWo0ctxOj2I7JP6ihQhMRERFpEjJXe3q1wwaoV7u6Couc/OM/v7LqxwMA9OoSyf3XDKmwhpCI+J6S7VooHUZ+tJLlv8w2f0w2fwxHEa6CHMxKtkVERES87Ae2Unhgq6dXe8TFvg6nSUg8ksPzC37iYHIeJhNcPj6eq85JwKLlvEQaLSXbtVCt5b8CQ3E6inAV5GJr1dYHUYqIiIg0TgW7fgYgpPdo9WqfhGEYLF+3nzf/8yvFTjeRYf7cd83gCov0ikjjomS7Fo5f/utwWsXLf5mDwiAnTRXJRURERE7gSDsEQEBcdx9H0rjl2R3M+9cm1m4+DMDgHq25+8pBRIT6+zgyEakOJdu1VLr815G0fPqfVv6TRVUkFxEREalYcUmybYtu7+NIGq8d+zN4fuHPpGQUYDGbmHZBL6aM6VZu+qKINF5Ktmsp7mTLf5Wste1Sz7aIiIiIl9tRhDMrBQBblJLt4xmGQXJGAd9uPMSHK3bgchu0iQzigWuHEN+xla/DE5EaUrJdS961tlMrXv7LXNKz7VbPtoiIiIiXI+MIYGAOCMESHO7rcHwqt6CYXQey2HEgk50lXzn5xd7HR/WP447LBhAcaPNhlCJSW0q2a6l0+a8j6Sfp2S5Qz7aIiIhIKYd3CHk7TKaWMyTa4XSz73A2Ow9kepLr/ZkVjpC0Wsx0bRfGxOGdOfv0ji2qjUSaGyXbtRQXU/XyX94523b1bIuIiIiUKp2v7dfMh5A7nG7W/XqEbfsz2Lk/kz1J2Thd7nL7xUUHE9+xFfEdW5HQqRVd4sKwWS0+iFhE6pqS7VqKiah6+S9zkKdn262ebREREREvR3rzL45WWOTkibfXs2V3WpntoUF+xHeMIKFjK+I7eRLs0CA/H0UpIvVNyXYtWSxm2kYFkZRa8fJflkD1bIuIiIicqDgtCQC/6HY+jqR+FBQ6ePyt9Wzdm06gv4XxQzt5eq07tqJtVJCGhYu0IEq2T0FsdEhJsl1++S9LkOZsi4iIiBzPcLtwZHjWjG6OPdv5dgePvbmObYkZBAVYeezm4fToHOnrsETER5Rsn4LS5b+OVFDcwlxSIM1tz8Mw3JhM5gaNTURERKSxcWYlg8uJyeqHNTzm5Ac0IXkFxfzljR/YeSCL4EAbj98yXMt1ibRwygBPQVwVy39ZgjzVyjHcuAsrrlguIiIi0pKUDiG3RbVrVh0ROfnFPDz/e3YeyCI0yMZTt45Qoi0iSrZPRWwVy3+ZLDbM/kEAuLTWtoiIiEiZZb+ai+y8Iv7897XsOZRNeIgfT98+im7tI3wdlog0AjUeRr5//37eeustNm/ezK5du+jatStLly6t8piUlBTeffdd1q5dy4EDBwgNDeX000/n3nvvpV27pvvHtmNbTxG0Q8m5pGQW0LpVUJnHzUFhuIsKcNtzgDgfRCgiIiLSeBSXVCL3i+7g40jqRmZOIX9+/XsOJufSKtSfJ28dQce2Yb4OS0QaiRr3bO/atYtvv/2WTp060a1bt2ods3XrVlatWsXEiRN57bXXmDVrFjt37uSyyy4jIyOjxkE3FtERgfTtFo3bgJXr9pd73FuRXD3bIiIiIjhSm0/Pdnq2ndmvreFgci5R4QE8M2OUEm0RKaPGPdvjxo1j/PjxAMyaNYvffvvtpMcMHjyYL7/8Eqv12OUGDRrE2LFj+c9//sMNN9xQ0zAajfNHdubXPWmsWL+fK85JwGY99vmFKpKLiIiIeBiGQXF6ybJfUU27EnlKZgEP//17jqTnE9MqkKduHUlsSS0fEZFSNe7ZNptrPs07LCysTKIN0LZtWyIjI0lJSanx+RqTM/rE0irUn6zcItb9dqTMY+YgT8+2W2tti4iISAvnys3AKLaDyYwtsq2vw6m15IwCZr+2liPp+bSJDOKZ20cp0RaRCvls6a99+/aRnp5e7aHoFTEMg4KCgjqJx263l/leE+MGx/Hv/+1j6Xd7GBx/rPKk2xYIQFF2ep3F6Qun0jbNndqmcmqbyqltKtfU28YwDEwmk6/DEGmUikuLo0W2xWSx+Tia2jmclsef//49aVl2YqODeerWkcS0CvR1WCLSSPkk2TYMgyeffJLWrVtzwQUX1Po8DoeDbdu21WFkkJiYWONjOkY4MZng98RMvv1hC60jPDcQ/1w7QUDG0UMcquM4faE2bdNSqG0qp7apnNqmck25bfz8/Hwdgkij5CgpjmZrokPID6fm88S7v5CRU0i7mBCeum0EUeFKtEWkcj5JtufOncu6det48803CQoKOvkBlbDZbHTv3r1OYrLb7SQmJtK5c2cCA2v+h3PIDjc/bUthT7ofZw7vAUCBM5mcnf8jzN9Cp5496yROXzjVtmnO1DaVU9tUTm1TuabeNrt37/Z1CCKNVmnPtl9000u2U7IdvLx4A9l5xXRsG8qTt46gVWiAr8MSkUauwZPtTz75hFdffZWnnnqK4cOHn9K5TCbTKSXrFQkMDKzVOSeP7sZP21JYvekIN07pR6C/FSMiihyAooI6j9MXats2LYHapnJqm8qpbSrXVNtGQ8hFKudI8xRHa2qVyBOP5PLuV6kUFLnpEhfGE9NHEB7i7+uwRKQJqHm1s1OwatUqHn30UWbOnMmll17akJeud/1PiyEuOhh7kZP//eL55La0GrlnnW0RERGRlqt0GHlTqkS+dvNhHnnzJwqK3HSNC+Wp20Yq0RaRamuwZHv9+vXce++9XHbZZcyYMaOhLttgzGYTE0d0AeCLtfswDAOz1tkWERERwWXPxZWfDTSNnm2X2+DdpVt59v2fKCp20aWNPw//cTChQarJICLVV+Nh5Ha7nW+//RaApKQk8vLyWL58OQBDhw4lMjKSadOmcfjwYVatWgXAnj17mDFjBp07d2bKlCls2rTJe77IyEg6duxYB0/F984+vQMLvvidxCM5bE/MJL5NSc92YR6G24XJbPFxhCIiIiINr3QIuSUsGrNf467HkJNfzAsLN7BpZyoAk0d2YkAHJ8GBTbOCuoj4To2T7fT0dO66664y20p/f//99xk2bBhutxuXy+V9fPPmzeTm5pKbm8tVV11V5tg//OEPPPvss7WJvdEJDfJjzMD2fPXTAb74YR89rhwAmAADtz0PS3C4jyMUERERaXjHiqM17l7tvUnZPPXuj6RkFODvZ+GuywcyOKFVna9+IyItQ42T7fbt27Njx44q91mwYEGZ3y+++GIuvvjiml6qSZo4ojNf/XSANZsOc9OFfTAHhuC25+IqyFGyLSIiIi1SU1j2638/H2TuvzZT7HARGxXMQ9cPpXNsGAUFBb4OTUSaKJ8s/dWcxXdsRfcOEew+mMWqHw8wLCjUm2yLiIiItESNedkvp8vNO0u2svi7vQAM7tGa+68ZTIjmZ4vIKWrQauQtxQUjOgOw/IdEzIGeedsuVSQXERGRFqqxLvuVmVvIw69/7020rxgfz//deIYSbRGpE0q268GoAe0IDrSRnFFArsvzx9qtiuQiIiLSArmLC3FmpwDgF93Bx9Ecs/NAJve8/C1b96YT6G/loT8OZerEnljMJl+HJiLNhJLtehDgZ2X86Z4K6/szDQANIxcREZEWyZF+GABzUBiWoDAfR+Oxcv1+Hpy3hvTsQtq3DuGvd41heN9YX4clIs2Mku16MrFkKPn+LDfgWV9SREREpKUpLimO5hfl+yHkDqeLVz/dzNxPNuF0uTmjT1v+etcYOrQJ9XVoItIMqUBaPWkXE8KA02LIOxgAgFs92yIiItICOUqKo9l8XBwtPdvOM+/9xI79mZhMcM15PbhsXDxmDRsXkXqiZLsenT+yM1994A+AM1/JtoiIiLQ8jaES+e/70nnmvZ/Iyi0iONDG/dcMZkjPNj6LR0RaBiXb9Whor7Z8HegZlpSdkU6cj+MRERERaWiO9JJK5D4YRm4YBl/+kMg/PvsVl9ugc2wYD/1xKLHRwQ0ei4i0PEq265HFYqZfny6wDYpysn0djoiIiEiDMlxOHBlHgIbv2S52uHh90RZW/XgAgFH947jrioEE+Ovtr4g0DP21qWfDBncnbxv4uQvYdzibLnHhvg5JREREpEE4Mo+C24XJFoAlLLrBrpuWZeeZ935k54EszCaYdkEv/jC2OyaT5meLSMNRNfJ6FtWmNQABJicr1uz2cTQiIiIiDceRdmwIeUMlulv3pnPPy9+y80AWIYE2Hr15OBefdZoSbRFpcOrZrmdm/yAMkxmT4WbD5t0UXNiPoACbr8MSERERqXfeZb+i63++tmEYfLF2H298/pt3fvafrx9K2yjNzxYR31DPdj0zmUxYg8IAsDgK+ObnQz6OSERERKRhNNSyX8UOF3M+3sTrJYXQxgxoxwt3jlaiLSI+pWS7AZiDPBXJQ0xFfPH9PgzD8HFEIiIiIvWvuGQYuV9U/SXbqZl2Hnx1DV/9dACzCW6Y3Jv7pw5WITQR8Tn9FWoAlsAwHECEXzE/Hs3l930Z9O4a5euwREREROqNYbiPLftVT8PIf9uTxnPvbyArr4jQIBsPXDuEAfGt6+VaIiI1pZ7tBmAp6dke0DEQgC/W7vNlOCIiIiL1zpWTjuEoBLMFW6u2dXpuwzBY8t1eHn79e7LyiugaF85Ld5+pRFtEGhX1bDcAc6BnznavWD/YDt//epjM3EJahQb4ODIRERGR+lFcOl87MhaTpe7echY5XLz26Wa+3nAQgDED23Hn5QMI8NPbWhFpXNSz3QBKe7bDbQ4SOrXC6TJYtf6Aj6MSERERqT+lybZfHRZHy7c7mPXqGr7ecBCzCW68sDf3XzNYibaINEpKthuApaQauasgh/NHdAFg+bpEXG4VShMREZHmyVuJvA6Lo721+Dd2H8wiNMiPx6eP4KIzu2v9bBFptJRsNwBzoKdn223PZVT/OEKD/EjNtPPztmQfRyYiIiJSP0qLo9VVz/Yv21NY9eMBTCb48/VD6X9aTJ2cV0SkvijZbgDHerZz8bNZOGdoRwCWfa9CaSIiItI8eeds10El8ny7g7mfbARg0qiuWtVFRJoEJdsNwFLSs+0qyAHgvOGdAc8ntFt2p/oqLBEREZF64crPxm3PBUzYok492X5n6VbSsguJjQrmuok9Tz1AEZEGoGS7AZhLerbd9lwMwyA2OpizT+8AwDPv/sThtDxfhiciIiJSp4rTPb3a1vAYzDb/UzrXLztSWLFuPwAzrxhAgL+KoYlI06BkuwGUViM3nMUYjiIAbrukP6d1iCDP7uCJt9aTZ3f4MkQRERGROuNI88zXPtUh5AWFDuZ+sgmASaO60Kdb9KmGJiLSYJRsNwCTLQCTxQaAy+4ZSu5vs/DwDcOICg/gUEoeLyzYgMvl9mWYIiIiInWirpb9envJVtKy7LSNCmLa+b3qIjQRkQajZLsBmEwmzCW92+6CXO/2yLAAHr5hGH42C7/sSOGtJVt9FaKIiIhInXGkn/qyXxvLDB8fqOHjItLkKNluIJbAY2ttH697+wjuvXoQAEu+28vyHxIbOjQRERGROlWcdmrLfhUUOpj7r00ATBrZhb4aPi4iTZCS7QZSOm/bZc8t99jIfnFMPa8HAK8v2qIK5SIiItJkuYvtuHLSgNrP2X5n6e+kZtppExnEdRdo+LiINE1KthuItyL5CT3bpS4fH8+Yge1wuQ1VKBcREZEmq7Q4miU43Lv8aU1s2pniHel31xUDCdTwcRFpopRsN5Bja22X79kGz7zumVcMVIVyERERadKKT2G+9vHVxy8Y2YW+3TV8XESaLiXbDaS0Z7u0GnlFVKFcREREmjrHKczXfnfp76SUDB+fpuHjItLEKdluIKU92+5KerZLnVih/G1VKBcREZEmpDjtIAC2Gibbm3em8mXJ8PGZVwzQ8HERafKUbDcQSzV6tksdX6F8sSqUi4hIA9uzZw/XX389AwYMYOTIkTz//PMUFxdXecz69etJSEio8Ou8885roMilMSjt2a5JcbSCQgdzPtkIwPkjOtOve0y9xCYi0pD0kWEDKV1nu7I52ycqrVC+cPl2Xl+0hbiYYN14RESk3mVnZzNt2jQ6d+7M3LlzSU5O5tlnn6WwsJBHHnmk0uN69+7Nxx9/XGZbXl4eN998M2PGjKnvsKWRMFwOHJlHAfCrwZztd5d5ho+3jgzij5N611d4IiINSsl2AyldZ7uyauQVuXx8PAeSc1m9MYln3/uJF+8aQ1x0SH2FKCIiwkcffUR+fj7z5s0jIiICAJfLxWOPPcb06dNp06ZNhceFhIQwYMCAMtsWLVqE2+1m0qRJ9Ry1NBaOjCNguDH5BWIJjazWMZt3pfLl94kAzLxcw8dFpPnQMPIGcmwYeS6GYVTrmNIK5fEdI8gtUIVyERGpf6tXr2b48OHeRBtg4sSJuN1u1q5dW6NzLV26lM6dO9OvX786jlIaq+LjiqOZTKaT7m8vcjKnpPr4xBGd6X+aRvGJSPOhjw4biDmwpEfa7cIoKsAUEFyt4/xtFv58/TDue+Vbb4XyR24chsWiz0lERKTu7d27l0suuaTMtrCwMGJiYti7d2+1z5OWlsa6deu47bbbTjkmwzAoKCg45fPY7fYy3+WYumqbgiP7ADBFtKnWv9lbS7aRklFATEQAV4zrUif/znVNr5vKqW2qpvapXFNuG8MwqvVhIijZbjBmmz8mWwCGoxCXPRdzNZNt8FQo//MNw3hw3hpvhfKbL+pbj9GKiEhLlZOTQ1hYWLnt4eHhZGdnV/s8X3zxBS6Xq06GkDscDrZt23bK5ymVmJhYZ+dqbk61bYITt+EHZDhtHDnJv9m+5EJW/pgGwMRBISTu3XVK165vet1UTm1TNbVP5Zpq2/j5+VVrPyXbDcgSFIozuxBXQQ62Vm1rdGxphfJn3/uJxd/txQCun9Qbm1U93CIi0vgsWbKE3r1706VLl1M+l81mo3v37qd8HrvdTmJiIp07dyYwMPCUz9ec1FXbpP38T5xAXI8BBHTrWel+hUVOXvtyHQDnnN6eC86qfF9f0+umcmqbqql9KteU22b37t3V3lfJdgMyB4ZBdupJ19quzMh+cVw/qTfvLN3Kku/2sj0xgwevO502kUF1HKmIiLRUYWFh5OaWv09lZ2cTHh5erXMcOHCALVu2MHv27DqJyWQyERRUd/e6wMDAOj1fc3IqbWMYblyZRwAIbdcVWxXnWb5+NymZdmJaBXLTRf0ICrDV6poNSa+byqltqqb2qVxTbJvqDiEHFUhrUJbS5b+qsdZ2ZS4+qzv/d+MwQgJt7DqYxV0v/Y/1vx2pqxBFRKSF69q1a7m52bm5uaSmptK1a9dqnWPJkiWYzWbOP//8+ghRGilndiqGsxgsVqwRFVetL/XLjmQA/nBm9yaRaIuI1IaS7QbkrUhey57tUkN7teVv944loWMr8u0OnnznR95a/BtOl7suwhQRkRZszJgxfP/99+TkHPtgePny5ZjNZkaOHFmtcyxbtoyhQ4fSunXr+gpTGiFH2iEAbJFxmMyWSvcrcrj4fV8GAAPiVX1cRJovJdsNyBzo6dl2n0LPdqnWkUE8M2MUF47x9DL859s9zH51DamZTa+in4iINB5XXnklwcHBzJgxgzVr1vDvf/+b559/niuvvLLMGtvTpk3jnHPOKXf877//zp49e7S2dgt0bNmvdlXut21fOg6nm6jwANq3DmmI0EREfELJdgOqq57tUjarmZun9OWhP55OcICV7fszueulb9iwLblOzi8iIi1PeHg47733HhaLhRkzZvDXv/6VSy+9lFmzZpXZz+1243K5yh2/ZMkS/Pz8OPfccxsqZGkkvD3bUe2r3G/TzlQA+p8WU6O5jyIiTY0KpDUgS0nPtqvg1Hu2jze8bxxd4sJ57v2f2H0om8feXMel405j6nk9tB63iIjUWLdu3Xj33Xer3GfBggUVbn/wwQd58MEH6yEqaeyK0z3Jtl9Mhyr327zbs9yXhpCLSHOnTKwBmUt6tt32uunZPl7bqGCev3M0k0Z6llj59Otd/Pn170nP1rByERERqV+GYRzXs135MPLcgmL2HMoCPD3bIiLNmZLtBuStRl7HPdulbFYL0y/ux4PXDSHQ38rWvenc9dL/+GVHSr1cT0RERATAlZ+FuzAfTGZsUXGV7rdldxqGAR3ahBIZFtCAEYqINDwl2w3IElgyZ7seeraPN6p/O16550y6xoWTnVfMo2/8wMIvt+FyG/V6XREREWmZSnu1rRGtMVv9Kt1vc8l8bQ0hF5GWQMl2AzIHlVYjz8Nwly8qU5fiYkJ4YeZozhveGcOAj7/ayf+9/j1ZuUX1el0RERFpebyVyKsYQg6waVdJsq0h5CLSAijZbkClBdIw3LgLC+r9en42CzMu7c/91wwmwM/Cr3vSePnDX+r9uiIiItKyOEqKo9miK69EnpJRwJG0fMxmE326RTVUaCIiPqNkuwGZLFbM/kEAuAqyG+y6Zw5qzwszx2C1mPhlRwo/b9fSYCIiIlJ3SoeR+1WRbG8u6dVO6NiKoABbg8QlIuJLSrYbWH1WJK9K59gwJo3qCsBbi7ficrkb9PoiIiLSfJUOI6+qZ7t0CHm/06IbJCYREV9Tst3A6mut7eq4Ynw8oUE2DibnsvLHAw1+fREREWl+3IX5uPIygMrnbLvdhrdnW/O1RaSlULLdwCwlPduugobt2QYICfLjqgk9APjn8m0UFDoaPAYRERFpXorTPb3alpBWmAOCK9xn/9EcsvOK8fezkNApsiHDExHxGSXbDexYRfKG79kGmDiiM+1igsnOK+Zf/93lkxhERESk+Sidr13VEPLSXu0+XaOwWfX2U0RaBv21a2DetbZ90LMNYLWYuWFyHwA+X72H5Iz6r4ouIiIizVdpz3ZVy35t0vraItICKdluYJaSnm2Xj3q2AU7v1YZ+3aNxON28v+x3n8UhIiIiTd/JerYdTjdb96YD0F/ztUWkBVGy3cDMJT3bbh/1bAOYTCZuvLAPJhOs3pTE9sQMn8UiIiIiTVvxSZb92nkgk8JiF+EhfnRqG9aQoYmI+JSS7Qbm7dn2QTXy43VtF87ZQzoC8Obi3zAMw6fxiIiISNPjdhbjzEoBKu/ZLh1C3r97DGazqcFiExHxtRon2/v37+eRRx5hypQp9OrVi0mTJlXrOMMw+Mc//sHYsWPp168fV1xxBZs2barp5Zs8bzXyBl5nuyJTJ/bA38/Cjv2ZrNl02NfhiIiISBPjzDgChhtzQDCW4IgK9yktjtZf87VFpIWpcbK9a9cuvv32Wzp16kS3bt2qfdwbb7zBnDlz+OMf/8j8+fOJiYnhhhtu4ODBgzUNoUkzl6yz7fZxzzZAVHggl5x1GgDvLttKscPl44hERESkKSkdQm6Lao/JVL7XuqDQwY4DmYDW1xaRlqfGyfa4ceP49ttvmTNnDr17967WMUVFRcyfP58bbriBP/7xjwwfPpyXXnqJiIgI3nrrrRoH3ZRZgsIBcBcVYLicPo4G/nBmN6LCA0jJtLPku72+DkdERESakGPztSuuRP7bnnTcboPY6GBaRwY1ZGgiIj5X42TbbK75NO9ffvmFvLw8Jk6c6N3m5+fHOeecw+rVq2t8vqbMHBAEJk8bNoah5AH+Vq47vycAn/x3J1m5RT6OSERERJoCZ046BTvWAVXM1y4ZQq5ebRFpiRqkQNrevZ4e065du5bZ3q1bNw4fPkxhYWFDhNEomMwWzIEhgG8rkh9v7KAOdGsfTkGhkw9Wbvd1OCIiItLIFez6mUNv3kdxygFMfgEExw+tcD/vfG0l2yLSAlkb4iI5OTn4+fnh7+9fZntYWBiGYZCdnU1AQECNz2sYBgUFBXUSo91uL/O9PpkCQqAgh/zMVJwh0fV+veqYOqE7j739M8t/SOTsQbF0aBPifawh26apUdtUTm1TObVN5Zp62xiGUeG8VZHmwnA5yPh6Idk/LgXAr21X2vzhHmyRseX2zcgp5MDRXEwm6Nu9cbzfERFpSA2SbNcXh8PBtm3b6vSciYmJdXq+ioQYZmzAwd3bcOTV++WqxQT0aB/A9kOFvP7vjUw9q/xNsSHapqlS21RObVM5tU3lmnLb+Pn5+ToEkXrhyDhC8mcvU3x0DwBhp19A1LhrMVltFe5f2qvdrV04YcH6/0JEWp4GSbbDwsIoLi6mqKioTO92Tk4OJpOJ8PDwWp3XZrPRvXv3OonRbreTmJhI586dCQwMrJNzViZzVxuKMg8RFxlOUM+e9Xqtmri1dT73zf2B3UcKKbLGMOA0T8LdkG3T1KhtKqe2qZzapnJNvW12797t6xBE6kXe1u9I/WI+RrEdc2AIMZPuIDj+9CqP8a6vrSHkItJCNUiyXTpXe9++ffTo0cO7fe/evcTFxdVqCDmAyWQiKKhuK1sGBgbW+TlPlB/aiiLA4iqq92vVRLegIC4Y2YXFq/fyz5W7GdanPRbLsWn9DdE2TZXapnJqm8qpbSrXVNtGQ8iluXEXF5K+8i1yN38NQECHnrS+6B6sYVFVHmcYhrdne4DW1xaRFqpBCqQNGjSIkJAQvvzyS+82h8PBypUrGTNmTEOE0KhYgjxrbbsawVrbJ7rynARCAm0cOJrLqh8P+DocERER8ZHilP0kvfNgSaJtImLUpcROfeykiTbAoZQ80rMLsVnN9Oxy8v1FRJqjGvds2+12vv32WwCSkpLIy8tj+fLlAAwdOpTIyEimTZvG4cOHWbVqFQD+/v5Mnz6duXPnEhkZSXx8PB9++CFZWVnceOONdfh0mgZzYBgA7kaw9NeJQoP8uGpCAm98/hv/XL6dMQMrXjdTREREmifDMMjduIr0Ve9gOIuxhLSi9ZS7COzct9rn2FLSq92zcyT+Nkt9hSoi0qjVONlOT0/nrrvuKrOt9Pf333+fYcOG4Xa7cblcZfa5+eabMQyDt99+m4yMDHr27Mlbb71Fhw4dTiH8pqkx92wDTBzRhWVr93E4LZ9Pv97FpWM7+zokERERaQDuwnxSlr9G/rYfAAjsNpDWk+/EElyz+jqbNIRcRKTmyXb79u3ZsWNHlfssWLCg3DaTycT06dOZPn16TS/Z7FhKerZdjWSd7RPZrGaun9ybp975kf98u4czB7TxdUgiIiJSzyxZSaT/8x+4ctLAbCHyrKmED5uEyVSzWYcul5tfd6cBKo4mIi1bg8zZlrLMJT3bbnvj7NkGGNa7LX27ReNwuvlwlarrioiINGf5v6wgdP0CXDlpWCNaE3fdU0SccWGNE22A3YeyyC90Ehxoo1v7iLoPVkSkiVCy7QOWoMbdsw2ekQg3XNgbkwnWbjnKobQiX4ckIiIi9SDrh/+Q++1CTIabgNOG0v7GFwlod1qtz1c6hLxf92gsZlXoF5GWS8m2D1gCPT3bhqMQt6PxJrHd20cwbohnTv3n6zPJzG28sYqIiEjNZf+4lIyvPdP/7N3HEH7BHZgDgk/pnJt3agi5iAgo2fYJk38QmD2VOYuP7vNxNFW7dmJPwoP9SM128n//+JGDyY23N15ERESqL+fnFaSvegeA4GEXUdh91CmvFV9Y7GRbYgag4mgiIkq2fcBkMmGLjAXg8IL/I/WL13HmZfk2qEpEhQfy+C2nExliJTWrkAfmfsfWvem+DktEREROQc6m/5K2/B8AhA+/iJDhF9fJeX/fl4HT5SY6IpC46FPrIRcRaeqUbPtI2yv+THCP4WC4yd24ioN/n0Hm2kW4ncW+Dq2ctpFB3DghhtM6hJNnd/B/879nzeYkX4clIiIitZD767ekLfs7AGGnX0DkWVNPuUe71OadJUt+nRZTZ+cUEWmqlGz7iC2iNW0uuZ+4657EP7YbRnEhmf/7J4den0ne1jUYhuHrEMsIDrDwf38czBl92uJwunl+wQb+8+0eX4clIiIiNZD3+1pSl8wDDMIGnUvUOdfXaVJcWhytv4aQi4go2fa1gA49ibv+WWIunIklNApndiop/3mZw+89RGHSTl+HV4a/n4VZ04ZywcguGAa8tfg33vjPr7jcjeuDARERESkvf8d6Uv7zChhuQvuPI+q8m+o00c7OK2JvUjYA/U+LrrPziog0VUq2GwGTyUxo3zPpcNtcWo25EpPNn6KknRx+dzbJ/3kZR3aKr0P0sphNTP9DX66f1AuAxd/t5fkFP1HkcPk4MhEREalMwa6fSV70EhhuQvqMIfr8W2u1hnZVtuz2VCHv1DaUVqEBdXpuEZGmSMl2I2K2+dNq9GV0uG0eIf3GASbyt67h0N9nkvHNP3EX2X0dIuAp8HbxWafxp6mDsVrMfL/lCP/3+vfk5De++eYiIiItXcHezST/+wVwOwnuOZyYyXdgKlkVpS5t1hByEZEylGw3QtbQSFpPnkG7G58noFNvDJeDrO8XcfDvM8jZuArD3Th6kccMbM/j04cTHGhjW2IGD8z9jqPp+b4OS0RERErY928l+V/PYrgcBMUPpfWUu+sl0YZjyfYAra8tIgIo2W7U/Nt2Jfaax2hz6YPYImNx5WeT9sXrJL11P4VJu3wdHgB9u0Xz3B2jiI4IJCk1jz/N/Y7dB7N8HZaIiEiLV3hwO0c/fhrDWUxgt0G0+cO9mCzWernW0fR8jqYXYDGb6N01ql6uISLS1CjZbuRMJhPBCUNpf8vLRJ1zPeaAEIpTDnD4vYfI+PZDDJfT1yHSqW0YL84cTZe4MLJyi5j92ho2bEv2dVgiIiItVmHSLo589CSGo5DALv1pc+mfMFlt9Xa90l7thE6tCAqov+uIiDQlSrabCJPFRvjQSZ753L1Hg+Ema82nJL07m+LUA74Oj6jwQJ6dMYoB8TEUFrt44u31rFi339dhiYiItDhFR/Zy9KMnMIrtBHTqTZvLHsRs9avXa24qWV+7v4aQi4h4KdluYixBobS+6G5a/+FezIEhFB/dS9JbD5C1fjGG4fZpbEEBNv5y0xmMG9IBt9tg3r828dGqHT6NSUREpCUpTtnPkQ8fw12Yj3/7HrS9fDZmm3+9XtPtNti8y1OJXMm2iMgxSrabqJBeI2l/8ysEdhuE4XKQ8dV7HFn4KI4s3y4TZrWYufvKgVxxTjwA/1y+neSMAp/GJCIi0twZhkHe72s5vPAvuO15+MedRuyVf8bsF1jv1048kkNuQTGB/hYSOrWq9+uJiDQVSrabMGtoK9pe8ZBnrUxbAIUHtnLojXvI2fQVhmH4LC6TycTU83p6b7hb96b7LBYREZHmzpGVzNGPniLls5dw23Pxa9uNtlc+jNk/qEGuXzqEvHfXaKwWvbUUESmlv4hNnMlkImzgObS/+a8EdOiJUVxI2rK/k/zJMzjzMn0aW68unmqkv+9Tsi0iIlLXDJeTrB/+w6H5d2PfuxEsVlqNuZJ2057CEhjSYHF4l/zS+toiImUo2W4mbK3aEjv1MSLPvg4sVgp2/8yhf9xD3vYffBZTry6RAPy+L8NnMYiIiDRHhUk7SXr7T2R8vQDDWUxApz60v/llWo2+rF6rjp/I4XTxW8kINq2vLSJSVv0stig+YTJbiDhjCkFdB5KyeA7FyftI+feLFPQZQ9S5N2EJCG7QeHp29iTbB5NzyckvJiy4fiuhioiINHfuwnwyvvknOb+sBAzMgaFEjZ9GSN+xmEymBo9ne2ImxQ4XEaH+dGwb2uDXFxFpzNSz3Qz5te5Iu+ufIWLkJWAyk/fbag79424K9m5u0DjCQ/xp39ozjG17onq3RUREasswDPK2/cDB+XeR88sKwCCk31g63DqH0H5n+STRBthUMoS8f/cYn8UgItJYKdlupkwWG5FjryZu2lPYImNx5WZw9MPHyVq/pEHj0LxtERGRU+PISiH5k2dIWfQirrxMbJGxxF7zKK0n34klKMxncSVnFLBs7T4ABvXQEHIRkRMp2W7mAtrF0+7GFwkbfB4AGf99H/v+3xrs+qVDyTVvW0REpGYMt4usdZ97Rqft/hnMViJGXUa7m18isHNfn8bmdLl5YcEG8u0OEjq2YvSA9j6NR0SkMdKc7RbA7BdA1Lk34XYUkbflG1I+e5l2N76INbT+18Ls1dWTbO86mEWxw4WfzVLv1xQREWnqCpN2kfblfIqTPT3HAR17ET1xOn7RjSOpXfDFNnYcyCQ4wMqfrh2Czar+GxGRE+kvYwthMpmIPu9m/Fp3xJWfRcp/XsJwu+r9urFRwUSE+uN0udl1MKveryciItLU5e/8icPvPURx8j7MASFEX3A7sVMfazSJ9oZtySz6324AZl4xkDaRDbOet4hIU6NkuwUx2/xpffGfMPkFUnjgdzK//bDer2kymY5bAkzztkVERKriKsgl7Yu/g+EmKGEYHW6dQ9iAszGZGsdbtrQsOy998AsAk0Z2YUS/OB9HJCLSeDWOv9zSYPyi4oiZdDsAWd9/Rv7On+r9mseKpGnetoiISFXSV72NKz8bW3R72lx0D5bgcF+H5OVyuXnxnz+TW1BMt/bh3HBhb1+HJCLSqCnZboFCeo4g7PTzAUhdMhdHVnK9Xq+0Z3tbYgZut1Gv1xIREWmq8ndtIO+31WAyEzNpBiarzdchlfHhqh1s3ZtOoL+VB64dgs2qOiwiIlVRst1CRZ19Hf5xp+EuzCf533/FcDrq7Vpd48IJ8LOQb3dwMDm33q4jIiLSVLkK80n7Yj4A4cMmEdAu3scRlbV5ZyqffLUTgDsu609cdIiPIxIRafyUbLdQJouNNhffhzkwlOKje0hf9U69XctiMZPQyVP5/PdEDSUXERE5UcZX7+LKy8AWGUurMVf6OpwyMnMLefGDnzEMOPeMTowZ2DgKtYmINHZKtlswa3gMrafcBZjI+WUFeb99V2/X6tm5dN62iqSJiIgcr2DvJnI3fw2YiJk0A7PN39chebncBi/98xeycovo1DaUm6b08XVIIiJNhpLtFi6o20AiRl0CQOoXr1OcerBernOsIrl6tkVEREq5i+ykLfs7AGFDJhLQoaePIyrr0693smlXKv5+Fh64dggBflZfhyQi0mQo2RZajb6cwM59MRyFJC96EXexvc6vkdCpFWYTpGQUkJZV9+cXERFpijK+XoAzJw1rRGsiz7rG1+GUsXVvOh8s3w7ArX/oR8e2YT6OSESkaVGyLZjMFlpfdA+WkEgcaYdI/eJ1DKNuq4YHBdjo0s6zfMk29W6LiIhgT/yVnF9WABBzwe2Y/QJ8HNEx2XlFvLBwA24Dxg3pwPihHX0dkohIk6NkWwCwBIfT5uJ7wWQmf+sacktu/nXp2HrbmrctIiItm7u4kNSS4eOhAycQ2LmvjyM6xu02eOWjjaRnF9IuJoRbL+7n65BERJokJdviFdChJ5HjpgKQtuodig7vrtPza962iIiIR8b/PsCZlYwlLJqos6/1dThlfL56Dxu2JWOzmnnwuiEE+muetohIbSjZljLCh11IUPxQcDlJXvQiLnvdrYvds7Mn2U48kk2+vf7W9RYREWnMCg9uJ+enLwCIOf9WzP5BPo7omF0Hs3lv2e8A3HxRX7rEhfs4IhGRpkvJtpRhMpmImXwH1og2OLNTSV08F8Nw18m5o8IDaRsVhNuAHfsz6+ScIiIiTYnbUUTq0lcBg5B+4wjqNtDXIXnZi9387ZMtuNwGo/rHcd4ZnXwdkohIk6ZkW8qxBATT5pL7MVlsFOz+mfwNX9TZuUt7t39P1LxtERFpeTJXf4wj4zCWkFZEjZ/m63C8DMNg8fpMUrMKaRsVxB2XDcBkMvk6LBGRJk3JtlTIv21Xos69EYC8tZ9gTU+sk/OWFklTRXIREWlpCpN2kb1+CQDRE6djCQzxcUTHrPzxENsO2rFYTDxw7RCCA22+DklEpMlTsi2VCh0wnpC+Y8EwCPnpQ7JXvoEzO/WUzllaJG37/kycrroZni4iItLYGU4HqUvngeEmpPdoguNP93VIXjv2Z/DelzsAmHpuPKd1aOXjiEREmgcl21Ipk8lE9Hk349/9dEwY2Leu5sDf7yB91Tu48rNrdc72rUMJDbJR7HCxN6l25xAREWlqMtd8iiPtEJbgcKIm3OjrcLyy84p49r2fcLkMenYIZOIZHXwdkohIs6FkW6pk9gug1eSZ5Ay7Dr/2PcHlJPvHpRx47XYyVn+Mu6igZuczm+jZWetti4hIy1F0dC9Z3y8CIOrcm7EEhfo4Ig+Xy83zCzaQll1IXHQQU85opXnaIiJ1SMm2VIurVXtaXTqbtlf9H35tu2EUF5L13SccePV2stYvxu0srva5tN62iIi0FIbLSeqSV8FwE9xjOCE9h/s6JK8FX25jy+40Avws3HdVfwJselsoIlKX9FdVqs1kMhHUdQDtbniO1hffjy0qDrc9l4yv3uPga3eQs/ErDLfrpOcpLZL2+750DMOo77BFRER8Juv7zyhOScQcGErUuTf5Ohyv77cc5t/f7AZg5hUDad+68RRrExFpLpRsS42ZTCZCeg6n/S2vEH3B7VjConHlppP2xd85NP9u8n5fW+Xa3N07hGOzmsnOK+ZwWn4DRi4iItJwilMOkLnmUwCiJ9yINSTCtwGVOJSSyysfbQTgojO7MXpAOx9HJCLSPCnZllozmS2EDTibDrfNJeqc6zEHheHIOEzKZy+R9NYDFOzZWGHPtc1qIb6jp9Lp73s1b1tEpLHZs2cP119/PQMGDGDkyJE8//zzFBdXb7pQcnIyDz74IGeccQb9+vVj4sSJLF68uJ4jbpyy1i8Gt5Og04YQ3HuUr8MBwF7k5Ol3f8Je5KR31yimXdDL1yGJiDRbVl8HIE2f2epH+NBJhPY/m+z1S8hav5ji5H0c/ehJgnuOoPUf7i1XcKVn50i27k1nW2IG5wzr5KPIRUTkRNnZ2UybNo3OnTszd+5ckpOTefbZZyksLOSRRx6p8tiUlBSuuOIKunTpwhNPPEFISAi7du2qdqLe3DgzjwIQ0mdMoyg8ZhgGcz/ZxMHkXCLDAnjwuiFYLep3ERGpL0q2pc6Y/QNpNeZywoacR9b3i8j+cRn5277HMeYK/KLbl9n3WJE09WyLiDQmH330Efn5+cybN4+IiAgAXC4Xjz32GNOnT6dNmzaVHvvCCy/Qtm1b3nzzTSwWCwDDhzeegmANzZmTBoA1LNrHkXh8vnov321KwmI2Meu602kVGuDrkEREmjV9nCl1zhIURtT4P+LXpgsAjvSkcvv07OxJtpNS88nKLWrQ+EREpHKrV69m+PDh3kQbYOLEibjdbtauXVvpcXl5eXz55ZdcffXV3kS7JTPcLpw5ng+UG0Oy/dueNN5ZuhWAm6b0oWfJh94iIlJ/lGxLvbFFxQLgSD9c7rGQID86tfWsM7otUb3bIiKNxd69e+natWuZbWFhYcTExLB3795Kj9u6dSsOhwOr1crUqVPp3bs3I0eO5IUXXsDhcNR32I2OKy8LDDeYzFh8XBgtPdvOcws24HYbjB3UngtGdvFpPCIiLYWGkUu98YtsRz5QXEGyDZ4lwPYfzeX3fRkM7xvXsMGJiEiFcnJyCAsLK7c9PDyc7OzsSo9LS/MMmX744Ye5/PLLueOOO9iyZQtz5szBbDZz33331TomwzAoKCio9fGl7HZ7me/1qTjlIADm0Ejshb4bweV0unn63Q1k5RbRsU0I118QX+Hzb8i2aWrUNpVT21RN7VO5ptw2hmFUuw6Hkm2pN7YoTwLtyCg/jBw887a//CFR87ZFRJoBt9uz5OOIESOYNWsWAGeccQb5+fm8/fbbzJgxg4CA2s0RdjgcbNu2rc5iTUxMrLNzVcZ25HdCgCJLYJ3GXlNfbshi54E8/G0mpgwNYd+enVXu3xBt01SpbSqntqma2qdyTbVt/Pz8qrWfkm2pN95ku4qebYA9h7IpLHIS4K+Xo4iIr4WFhZGbm1tue3Z2NuHh4VUeB54E+3jDhw/n9ddfZ//+/SQkJNQqJpvNRvfu3Wt17PHsdjuJiYl07tyZwMDAUz5fVfLz95ILhLZpT4eePev1WpVZs/kI63ceAuCuy/szuEdMpfs2ZNs0NWqbyqltqqb2qVxTbpvdu3dXe19lN1JvbJGeZNttz8VVkIslKLTM4zGtAokODyAtu5CdBzPp173yNwEiItIwunbtWm5udm5uLqmpqeXmch/vZMlwUVHth1KbTCaCgoJqffyJAgMD6/R8FSmwe4bcB0S2rfdrVSTxSA7/WOzpUb9ifDyjB1Vvmc2GaJumSm1TObVN1dQ+lWuKbVOTpRxVIE3qjdkvAEuop/e6oqHkJpOJniW927/vy2jQ2EREpGJjxozh+++/Jycnx7tt+fLlmM1mRo4cWelx7dq1Iz4+nu+//77M9u+//56AgIA66ZluSny57Fee3cHT7/5IUbGLgfExXHVujwaPQURElGxLPfM76VByz9Ij25Rsi4g0CldeeSXBwcHMmDGDNWvW8O9//5vnn3+eK6+8sswa29OmTeOcc84pc+w999zD119/zVNPPcXatWt5/fXXefvtt/njH//Y5HouTpUz25NsWxo42Xa7DV7+4BeOpOXTulUg908dgsVc/V4YERGpO0q2pV7ZotoBUFzBWttwbN72tsQMXG6jweISEZGKhYeH895772GxWJgxYwZ//etfufTSS71Fz0q53W5cLleZbePGjeOll17ihx9+YPr06XzyySfceeed3H333Q34DBoHX/Vsf/r1Ln78/Sg2q5lZ004nLLh6RXxERKTuac621KuTFUnrFBtGoL8Ve5GT/Udy6Nqu8uI7IiLSMLp168a7775b5T4LFiyocPv555/P+eefXw9RNR1uRxFuu6fInDW84eqR/PT7URYu98zTvvXifpzWoVWDXVtERMpTz7bUq9IiaY6MipNti9lEz86eoeRaAkxERJqD0l5tk18gZv+GGT6//0gOLyzcgGHAuWd0YsKw6hVEExGR+lPjZHvPnj1cf/31DBgwgJEjR/L8889TXFx80uMyMzN55JFHGDt2LAMGDGDSpEl8+OGHtQpamo7SYeSOjKMYbleF+5TO21aRNBERaQ5K52tbw6JqVLW2trJyi3j87fXYi1z07RbNrRf3q/driojIydVoGHl2djbTpk2jc+fOzJ07l+TkZJ599lkKCwt55JFHqjz2rrvuYu/evdx7773ExsayevVqHn30USwWC5dffvkpPQlpvKzh0ZisfhjOYpzZqdhatS23T+m87a170zEMo0HemIiIiNQXZ04qANaw+h9C7nC6ePrdH0nJKCA2OphZ007HatHARRGRxqBGyfZHH31Efn4+8+bNIyIiAgCXy8Vjjz3G9OnTy1QpPV5qairr16/nmWee4eKLLwZg+PDh/PrrryxbtkzJdjNmMpmxRbalOOUAjvSkCpPt0zpGYDGbyMgpJCXTTpvIllWxVkREmhdnjmdalDW8foujGYbBvH9tZltiBsEBVv7vhmEqiCYi0ojU6KPP1atXM3z4cG+iDTBx4kTcbjdr166t9Din0wlAaGhome0hISEYhipQN3e2yNKK5BXP2w7ws9K9fQSgedsiItL0HRtGXr/J9r+/2c3XGw5iNpt48LrT6dAm9OQHiYhIg6lRz/bevXu55JJLymwLCwsjJiaGvXv3VnpcbGwso0aN4vXXX6dLly78f3v3Hd9Uuf8B/HOyk7bpXsxSRinIlCGUJQiK4OWqCOgVgetARVSGAl6vC0RkOBj34hUVRP0pCipLFFCGDBmyKQgtBUrpgI50JGnG+f2RNrS06SLtSdrP+/XilfYk5+Sbh9Oefs/zPN8nIiICu3btwp49e7Bw4cKaRQ7HHd2CgoIa71+S0Wgs9Ug33HLbFA2jM6ZdgsrF/1erJn44eykLx8+loWdscM3eRwI8b1xj27jGtnHN29uGU2EIAGzOYeS1l2zvO3EVn28+DQB46u8d0CUmrNbei4iIaqZaybbBYIBery+z3d/fHzk5ORXuu2TJEkyZMgXDhg0DAMjlcrz66qu4++67qxNCKRaLBfHx8TXevzxJSUluPV59UtO2URlF+AAwXDmPFBf/X75yxx/Wx/9KQ3y89/2hyvPGNbaNa2wb17y5bVQqDuNt6Gp7GHnilRy899VhiCIwLK4FhsW1qJX3ISKiW1Mn62yLoohZs2YhKSkJixYtQmhoKPbu3Yu5c+fC39/fmYBXl1KpRKtWrdwSo9FoRFJSEqKioqDVat1yzPriVtumMFCFzBMboDYb0DQ2ttzXNGpaiG9270R6jhVNo1rBV6u81bDrBM8b19g2rrFtXPP2tjl//rzUIZDERFF0Lv1VGz3bWQYTZn/6B0yFNnRuHYonR9zm9vcgIiL3qFayrdfrkZubW2Z7Tk4O/P39Xe63Y8cObNmyBevXr0dMTAwAoGfPnrh+/TrmzZtX42RbEATodO4tpqXVat1+zPqipm2jaRSNTAD2/Gxo5Ch3zVGdTofGoT64kpGPi2lGdG/n+nzyRDxvXGPbuMa2cc1b24ZDyMleYIBodSyJqvBz77SoQosNb392ANeyjWgc6osZj3WDnJXHiYg8VrV+Q0dHR5eZm52bm4uMjAxER0e73O/8+fOQy+Vo06ZNqe2xsbFIT0/32rl5VDUyjQ/kPgEAAIuLImnAjSXAuN42ERF5q+JebblPAASF+0ZpiaKID785grOXsuCrVeK1x3vCV8cpC0REnqxayXa/fv2wd+9eGAwG57YtW7ZAJpMhLi7O5X6NGzeGzWbD2bNnS20/deoUgoODvXKoIFWPMrgRAKAws6JkOwgAK5ITEZH3cg4h93fvGttrtv2FXUeuQC4TMGt8dzQK9XXr8YmIyP2qlWyPGTMGPj4+mDRpEn7//XesXbsW8+fPx5gxY0qtsT1u3DgMHjzY+X2/fv3QqFEjPP/88/jxxx+xb98+LFiwAN9//z0effRR930a8ljKIEeybbl+xeVrinu2/7qUjUKLrU7iIiIicqcb87XdN4R8z7EUfLHlDADgmQc7omMr9ybyRERUO6o1Z9vf3x+rVq3C7NmzMWnSJPj4+GDkyJGYMmVKqdfZ7XbYbDeSJV9fX6xcuRLvv/8+Fi5ciNzcXDRp0gQzZ85kst1AKIMda21XNIw8MsQHAb5qZOeZcT4525l8ExEReQt3r7F9/nI23vu/PwEAf+sXjbvviHLLcYmIqPZVuxp5y5YtsXLlygpfs3r16jLbmjdvjg8++KC6b0f1RPEw8oqSbUEQENsiCPtOXMXpC5lMtomIyOu4cxj59RwjZn/6BwotNtzeNgz/HN7+lo9JRER1hyUsqU6oipPtzBSIot3l6zhvm4iIvJm7lv0yFVox57MDyDSY0DTcDy89ysrjRETehr+1qU4oAsIBmRyitRA2g+tEurg3+0xSJux2sa7CIyIicoviYeTyW0i27XYRH3x9BOcvZ0Pvo8Jrj/eEj9Z9lc2JiKhuMNmmOiHI5FAGOoroFVYwlDy6sT9USjlyCyy4nF52TXciIiJPJdqssOVlAah5z7bZYsN7X/2JPcdSoJALeGV8D0QE+7gzTCIiqiNMtqnOKIOKi6S5rkiukMucQ8l/3JlQJ3ERERG5gzU3E4AIQa6E3Edf7f0zDSa88p/fsfNIMuQyAS+M7oL20axfQkTkrZhsU51Rlpi3XZGHh8QAALYeuMS520RE5DWshgwAgFwfDEGo3p9Y5y9nY+oHO/HXpWz46ZR4a2IvDLi9aW2ESUREdYTJNtWZqlQkBxzztgf3aAYA+O/a47DZXBdUIyIi8hQ1Xfbr92NXMGPZ77ieY0LTcF8seqE/19ImIqoHmGxTnVEFVz6MvNi4Ye3gp1Mi6aoBG36/UNuhERER3TJrUQFQhX/Vkm27XcRXP5/Bu58fci7vtWByP0SGcI42EVF9wGSb6owyyNGzbTVcg91irvC1/r5qjBvmWE/0q5/jcS3bWOvxERER3YriYeQKv8qTbVOhFfO/OIT/++UsAODv/Vvi34/fwarjRET1CJNtqjMynR4yjS8AwJJ5tdLXD+7RDG2bB8JotmHF+pO1HR4REdEtcQ4jr6Rn+1q2ETOX/e6sOP78qM54/G+3QS4T6iJMIiKqI0y2qc4IglBi3nblQ8llMgHPjuwEmQDsOZaCP8+k13aIRERENWbLrXzO9tmLmZj6wU4kJOdA76PCnKfjMLhn87oKkYiI6hCTbapTVS2SVqxFI38M7xsNAFj+/XEUWmy1FhsREdGtuNGzXX5xsx1/JmPWf/YgK9eM5hF+eO/F/lzai4ioHmOyTXXKudZ2Jct/lfSPu9siSK/G1Wv5WPvrudoKjYiIqMbs5gLYzQUAAIW+dAJtt4v4fPNpLPryMCxWO3q0i8D8yX0RHqSTIlQiIqojTLapTqmqMYy8mE6jxBN/6wAA+PbXc0i5llcrsREREdWU1eDo1ZZpfCFTaZ3bjWYr3ll1AN9ud9wsfvDOVnhlQg/oNCyERkRU3zHZpjpVPIy88HoKRFGs8n59OjdC5zahsFjt+GjdiWrtS0REVNvKW2P7WrYRM5buxv6TqVDIZZjycFeMH96ehdCIiBoIJttUp5SBkYAgg1hohC0vu8r7CYKApx/oCIVchj/PpmPvicqrmRMREdWV4p7tkkPIl687jgspBgT4qvHOs3EY2K2pVOEREZEEmGxTnRIUSmfhGEtm1YeSA0DjUF88OLAVAODjH06gwGRxe3xEREQ1Yc0pWmO76BqXnlmAA6dTAQCzn+6NtlFBksVGRETSYLJNda66FclLemhQG0QE63A9x4T/++Wsu0MjIiKqEWvudQA3hpH//MdFiCLQsVUIoiL1UoZGREQSYbJNdU4ZXP2K5MXUSjkm3t8RALB+dyKSrhrcGhsREVFN3Fj2KwQWqx2//HERADC0d5SEURERkZSYbFOdUwXVvGcbALrFhqNXh0jY7SL+890x2O0slkZERNKyGoqGketDsP/kVWTnmhHop8Ydt0VKHBkREUmFyTbVuRsVyas3Z7ukJ0d0gEYlR3xSJn49dMldoREREVWbKNphNWQCcCTbW/YlAQCG9GwOhZx/ahERNVS8AlCdKx5Gbs1Oh2irWZGz0EAtHh7SFgDw6YbTMOQXui0+IiKi6rDl5QB2KyDIkFKgxPHz1yATgCF3NJc6NCIikhCTbapzct9ACCoNINphyUqr8XH+1i8azSL8kFtQiM83n3ZjhERERFVXPIRc7huIn/+4DADoFhuBsECdlGEREZHEmGxTnRMEAcqgoiJptzCUXCGX4dkHOwEAfvnjIs5czHRLfERERNVhNTgqkcv8grH9kCPZZmE0IiJisk2SUN3C8l8ltY8OxsBuTSGKwH+/Ow6bze6O8IiIiKqsuGc7y+aDfKMF4UE6dI0JkzgqIiKSGpNtksSNImm3lmwDwD/vaw9frRKJKTnYtPfCLR+PiIioOoqX/Tqb6fiz6p5eUZDJBClDIiIiD8BkmyRxY63tmg8jL+bvq8Zjw9oBAL746Qyu5xhv+ZhERERVZTU4ku0L2XIo5ALu6t5M4oiIiMgTMNkmSShvca3tmw3p2RxtmgXAaLZiyvs7sedYCkSR628TEVHtsxUl21l2H/Tu2AgBfmqJIyIiIk/AZJskoQyKBADYjbmwFeTe8vHkMgFTHu6KxqE+yMo1Y97nB/H2ZweQkcVebiIiql2FOTeS7Xt7t5A4GiIi8hRMtkkSMpUGcr9gAO4ZSg4ATcL8sHjanRg9uA0UcgF/nErFpAXbsfH3RNjs7OUmIiL3s1sLIRbkAAB8QsLRrkWQxBEREZGnYLJNknFXRfJSx1TK8eg9sfhg6gC0bR4Io9mGj74/gRlLdyPpqsFt70NERATcKI5mFhUY2CsGgsDCaERE5MBkmyRTXCSt8BbW2naleYQe7z7XF08/0BFatQJnL2bhxfd2YPVP8Si02Nz+fkRE1DCdO5sIAMgWfTCgGwujERHRDUy2STLKWujZLkkmEzAsrgX+8/JA9GwfAZtdxJptf2Hywt9w/HxGrbwnERE1LCeP/QUAkPkGw0erlDgaIiLyJEy2STLOiuSZtZNsFwsJ0OLVf/bEK+O7I0ivRsq1fPzrv3ux+JsjyC0orNX3JiKi+isr14TrKY7RWSGNG0scDREReRom2ySZG2ttp0K01/7Q7l4dGuE/Lw/C0N5RAICtBy7h2Xd/xa4jyVwmjIiIqm3bgUvQIw8AEBTZSOJoiIjI0zDZJsko/EMgKFSA3QprdnqdvKePVolnH+yEd5/rg6bhvsjOM2PBF4fx5or9SM8qqJMYiIjI+9nsIrbsS0KgPB8AoNCHSBwRERF5GibbJBlBkEEZFAGg9uZtu9KuRTA+nDoAj9zdFgq5DIfPpOP5hb9h91H3F2sjIqL6588zaUjPMiJY7rhRy2SbiIhuxmSbJKUMKqpI7qa1tqv13go5Hh4Sg8XTBiCmWSDyTVbMX30Ii785ApPZWufxEBGR9/hpXxIAEUEKIwDHaC0iIqKSmGyTpGq7InlVNA33w7zn+mDUXW0gCI653C++vxOJV3Iki4mIiDxXemYBDsWnQScUQmF3FNqU+wVLHBUREXkaJtskKU9ItgFAIZdh7NBYzHm6N4L0GlzJyMO0D3dh/a4EFk8jIqJStuxPgigCPaMcS33JdHrIlGqJoyIiIk/DZJskVTyM3HLdM+ZKd2wVisXTBqBn+whYbXZ8/ONJvPXJH8jJM0sdGhEReQCL1Y6tf1wCAPRrowMAKPShUoZEREQeisk2SUpV1LNty8+G3ewZ1cD9fdX414QeePr+DlAqZDgUn4bJC3/D0b/qpmI6ERF5rv0nryI7z4wgvRotAxzLVnK+NhERlYfJNklKpvGB3CcAAFAo8VDykgRBwLA+0Vj0Qj80DfdDVq4Zr/1vH1ZuPAWrzS51eEREJJGf9iYBAAb3bA573nUArERORETlY7JNkrsxb9szhpKX1KKRP957sR/u6RUFUQTW/nYeLy/ZjavX8qUOjYiI6tjltFycSLgGmQDc3TMK1pwMAEy2iYiofEy2SXLKIM8okuaKRqXApJGdMGtcd/holTh3ORsvvLcDOw5fljo0IiKqQ47lvoDu7SIQGqiF1VDUs81h5EREVA4m2yQ5ZXBRkTQJ1tqujt4dG2HxtAFoHx0Mo9mKRV/9iaXfnYTZwmHlRET1nclsxa8HHYXRhvaOAgBYDdcAsGebiIjKx2SbJOcpy39VRVigDm8/3RuPDImBTAB2H7uK/21JR1qmZxR3IyKi2rH76BXkm6yICNahS5swiHYbbLmZAJhsExFR+Zhsk+SKK5JbMq9CFD2/l1gul+Hhu9ti7rN9EOyvwfVcK/798UEkJGdLHRoREdWSzUVDyO+5IwoymQBbXhYg2gGZAnLfAEljIyIiz8RkmySnCAgHZAqI1kLYiua/eYP20cGY81R3hAcokZNXiFn/2cPlwYiI6qFzl7Nw/nI2FHIZ7urRDABgzSkeQh4EQeCfU0REVBavDiQ5QSaHMjAcgGct/1UVQXoNJtwVivYtAmE0W/Hmiv3Y+Wey1GEREZEbFS/31adTI/j7qgEAVkNxJfJQqcIiIiIPx2SbPIInL/9VGY1KhlmPdUWfTo1gtYlY+OVh/LDzvNRhERGRmxw+kwYAGNyzmXObsxK5PliSmIiIyPMx2SaPcKMiuXf1bBdTKmR46dFuuK9vNADgk/Wn8Mn6k7DbRYkjIyKiW2G22JBpMAMAWjTyd27nGttERFQZJtvkETx9re2qkMkEPDniNowf1g4A8MPOBLz31Z+wWD2/6BsREZUvvWi1Ca1aAV+t0rndueyXP4eRExFR+Zhsk0dQFfdse+Ew8pIEQcCDA1tjysNdIJcJ2HkkGW+t2I8Ck0Xq0IiIqAbSsxzJdniQDoIgOLffKJDGYeRERFQ+JtvkEZRBkQAcPQV2i1niaG7dwG7N8O/He0KjkuPouQy88t89yMo1SR0WERFVU3HPdligrtR2a25xss2ebSIiKh+TbfIIMp0eMo0vAMd62/XB7W3D8fYzcfD3VSEhOQcvL9mNlIw8qcMiIqJqSCtOtoO0zm32QiPsRsfvc4U/52wTEVH5mGyTRxAEwasrkrvSplkg5k/ui4hgHVKvF+ClJbvx16UsqcMiIqIqSs8yAnAMIy9WXIlcptZBptaVux8RERGTbfIYN5Jt7y2SVp5GIb6YP7kvWjbxhyG/EK/8d49zGRkiIvJs5Q0jLy6OJmclciIiqgCTbfIYyiDvXv6rIoF+Gsx9Jg6d24TCXGjD7E/+wLYDl6QOi4iIKpFWokBasRvF0ZhsExGRa0y2yWOo6uEw8pJ0GiVee/wODOjaBDa7iA+/OYKXl+zGvhNXuR43EZEHMltsyM51FO0sPYy8aI1tztcmIqIKVDvZTkhIwIQJE9C5c2fExcVh/vz5KCwsrNK+aWlpmDFjBu644w507NgRQ4cOxfr166sdNNVPxcPIC6+nQBTrZ/KpVMgw5eGuGH1XGyjkMsQnZWLuygN4dv6v+Hn/RRRabFKHSERERYqHkOs0CviUt8Y2e7aJiKgCiuq8OCcnB+PGjUNUVBSWLFmCtLQ0zJs3DyaTCa+99lqF+6anp2P06NFo0aIFZs+eDV9fX5w7d67KiTrVf8rASECQQSw0wpaXDYVfoNQh1QqZTMCjQ2MxLK4FNvyeiM17k3AlIw9Lvz2KL7fE476+0RjauwV8S/xhR0RUlxISEjBnzhwcOXIEPj4+GDFiBF588UWoVKoK9xs4cCCuXCk7Oun48eNQq9W1FW6tSSsxX7vUGttFBdKYbBMRUUWqlWx//fXXyM/Px9KlSxEQEAAAsNlsePPNNzFx4kSEh4e73HfBggWIiIjAihUrIJfLAQC9evWqeeRU7wgKJRT+obBmp8GSeaXeJtvFAvUaPHZvO4wc2Bq//HEJP+48j2s5Jny+OR7fbv8Ld98Rhb/1bYnQQG3lByMicpNbubEOAHfffTf++c9/ltpWWZLuqdLLma8NANYcDiMnIqLKVSvZ3rVrF3r16uVMtAFg6NCheP3117Fnzx488MAD5e6Xl5eHn376CXPnznUm2kTlUQY3ciTb11OgbX6b1OHUCZ1Gib/3b4nhfVpg15ErWPfbOVxMzcUPOxOwYXci+ndtgvsHtEJUpF7qUImoAbiVG+sAEBISgs6dO9d+oHXAWYm8RLItiiJszp7tUEniIiIi71CtOduJiYmIjo4utU2v1yM0NBSJiYku9zt16hQsFgsUCgUeffRRtG/fHnFxcViwYAEsFkvNIqd6SRlcVJG8nhZJq4hCLsPAbk2xZPqdeP2JO9ChZQhsdhG/HrqMyQt/wxsf78OJ89fq7Xx2IvIMrm6s2+127NmzR7rAJJBWzrJf9gIDRJsFgACFX5BEkRERkTeoVs+2wWCAXl+2d83f3x85OTku97t2zVFI5NVXX8WoUaPw3HPP4fjx41i8eDFkMhmmTZtWzbAdRFFEQUFBjfa9mdFoLPVIN9Rp2/g6huSZMi677f+2NtVW27Rr7od247vgfHIO1v+ehAOn03H4jONfy8Z6jL83Bm2aBbj1Pd2NP1OusW1c8/a2EUWx1Nxeb5SYmIgHH3yw1Laq3FgvtmHDBqxZswZKpRLdunXD9OnTERMTc0sxuet6X93zK/V6HgAgwEfufH9L2mUAgMwnAEZzIYD6UXvG23/2ahPbxjW2TcXYPq55c9tU51pfrWS7pux2OwCgd+/emDlzJgDgjjvuQH5+Pj799FNMmjQJGo2m2se1WCyIj493a6xJSUluPV59Uhdto8gthB+AgrRLSHXz/21tqs22GdpJhR7REdgXn4ujF/KRcMWA11YcRO+2vhjQ0R9KuWf/Yc+fKdfYNq55c9t46/zkYjW9sQ44CqR17NgRjRo1wuXLl7F8+XI88sgj+OGHH9C0adMax+Tu631Vz6+r1xzJdl72VcTHO4aOK1PPwBdAoULn9r9BPIE3/+zVNraNa2ybirF9XPPWtqnqtb5aybZer0dubm6Z7Tk5OfD3969wP8CRYJfUq1cvLF++HBcvXqzRXW+lUolWrVpVe7/yGI1GJCUlISoqClotC1KVVJdtY8uLQMbBryA3ZqNt61YQFJ5dkbsu26ZPDyAnrxBf/PwXdh29ij3xebh4TcSzD7ZHy8auf/6kwp8p19g2rnl725w/f17qECT16quvOr/u1q0b4uLiMHToUHzyySd44403anxcd13vq3N+mQttyDclAwB6dmnnXPor33gJuQB8wxqjSWzsLcfkKbz9Z682sW1cY9tUjO3jmje3TXWu9dVKtqOjo8sMIcvNzUVGRkaZudwlVXaBNJvN1QnDSRAE6HS6yl9YDVqt1u3HrC/qom1ErRbXVBqIhSYozQao9DXvCalLdXXe6HQ6vDS2B/p2uYpl3x1DckY+Xv3fQTw0qDVG3xUDpaJaZRjqBH+mXGPbuOatbePtQ8iBmt9YL09YWBhuv/12nDp16pZicvf1virn1zWDAQDgo1EgNPjG5zaaHL376qAIrzxHK+OtP3t1gW3jGtumYmwf17yxbapzra/WX+b9+vXD3r17YSi6AAHAli1bIJPJEBcX53K/xo0bo02bNti7d2+p7Xv37oVGo3Fb7zR5P0EQoCoqkma6clbiaDzXHbdFYun0O9G3c2PY7SK+2foXpn+4CxdSKh7iSURUmZreWK9v0rMc8wjDyiz75ahDw2W/iIioMtVKtseMGQMfHx9MmjQJv//+O9auXYv58+djzJgxpZYCGTduHAYPHlxq3ylTpuDXX3/F22+/jT179mD58uX49NNPMX78eK+7m0G1y6etY7pB9t7vIdqsEkfjufx91Xh5bDe8PLYb/HQqJKbkYOoHO/HNtrOw2exSh0dEXqqmN9bLk5aWhsOHD6NDhw7uDrPWlVeJHACshqJk24/JNhERVaxayba/vz9WrVoFuVyOSZMmYdGiRRg5cqSz6Fkxu90Om81WatvAgQPx3nvvYd++fZg4cSLWrFmDyZMn48UXX7zlD0H1i77bUMh0elizUpF7YofU4Xi8vp0bY9nLd6Jn+whYbSK++OkMXlqyG5fTyg4DJSKqTE1vrG/cuBHTpk3D+vXrsX//fnz77bd49NFHIZfLMWHCBCk+yi0pXmM7/OaebQN7tomIqGqqXY28ZcuWWLlyZYWvWb16dbnb7733Xtx7773VfUtqYGQqLQJ634/MbauQvftb+N3W3+MLpUkt0E+Df03ogR1/JuOj70/g3OVsvPDeDjx6TyxG9G8Jucz755ESUd0ovrE+e/ZsTJo0CT4+Phg5ciSmTJlS6nU331hv0qQJ0tPTMXfuXOTm5sLPzw933HEHnn/++VuqRC6VtKyinu0SybZotcCWlwUAUOiZbBMRUcXqZOkvourSd70bOfvXw2q4BsPR7fDvdo/UIXk8QRBw5+1N0bFVCJasOYrDZ9Lx2cZT2H/yKl58uAsahfhKHSIReYma3Fjv3Lmzy5vt3ii9nGHk1lzH8l+CQgWZruzyaERERCV5XuliIgAypRoBcQ8CALL3fAe7pWYV6xuiYH8tXn/iDkwe1RlatQLxSZl4ftEObPw9EXa7KHV4REReIb2oZzsiuESybXAk2wp9cL2oPE9ERLWLyTZ5LH3nu6DQh8CWlwXDn79IHY5XEQQBQ3o2x9Lpd6JjqxCYC2346PsTmPPZHzCaWXSOiKgiJrMVOXmFAIDQkj3bhgwAHEJORERVw2SbPJagUCKg70MAgOy962AvNEockfcJC9Jh9sTeePqBjlApZDh4Og0zl/2O6zlsSyIiV4p7tX20Svhqb9QMKV72S64PlSQuIiLyLky2yaP5dRgARWAE7AUG5Bz8SepwvJJMJmBYXAvMfTYO/r4qJF7JwfQPdyHpqqHynYmIGqDiZb/Cyyz7dWMYORERUWWYbJNHE+QKBPYdBQDI2f8j7KZ8iSPyXjHNg7Dw+X5oEuaLazkmvLxkN/48my51WEREHsdZHC1IW2q7cxg5l/0iIqIqYLJNHs+3fR8oQ5rAbspD9oGNUofj1SKCfbBgcl90aBkCo9mKN1fsx8/7k6QOi4jIo6RlOabahLlaY5vDyImIqAqYbJPHE2RyBPYbDQDIObARtoJciSPybr46Fd58qhfuvL0J7HYRS789hlWbTrNSORFRkXRXw8iL5myzZ5uIiKqCyTZ5BZ+2d0AVFgXRXICcP36UOhyvp1TIMOXhrnh4SAwA4Ltfz2HBF4dQaLFJHBkRkfTSsoqHkd9Itu2mfIhFhTpZjZyIiKqCyTZ5BUGQIbD/GABAzsHNsOZlSxtQPSAIAh65uy2mPNwFCrmA34+l4NXle5GTxzXNiahhc/ZsB5Vc9svRqy3T+kGmVEsSFxEReRcm2+Q1dK27Qd2oNUSLGTn7vpc6nHpjYLdmeOup3vDRKhGflImXluxGSkae1GEREUnCaLbCkO9YYzus5BrbxUPI2atNRERVxGSbvIYgCM7ebcPhn51LsNCt69AqBAsm90VYkA5Xr+Vj+uJdOJXI9iWihqd4jW1frRI+JdfYNjDZJiKi6mGyTV5F26ITNE1jIdosyN6zVupw6pWm4X5Y+HxftGkWgNwCC15dvhc7/0yWOiwiojqVlll2vjZQItlmcTQiIqoiJtvkVRy92w8DAAxHt8OSzXWi3SnQT4O3n4lDrw6RsNrsWPjlYXyz7SxEkZXKiahhKG++NsCebSIiqj4m2+R1tM3bQ9uiI2C3Ivv3b6UOp97RqBSY8Vh3/L1/SwDAFz+dwRsf78emPRdwOS2XiTcR1WvOnu0yy35lAAAU/lxjm4iIqkYhdQBENRHY/2EYLxxH7vEdCOh9P5RBjaQOqV6RywQ8/rfbEBGkw/9+OIE/z6bjz7OOUQQBfmp0aBmCDq1C0KFlMBqH+kIQBIkjJiJyj3Tnsl/aUtuL64Qo9MF1HhMREXknJtvklTSN20DX6nYUnD+MrN3fImzEC1KHVC8N6xONdtHB+ONUKk6cv4YzSZnIzjVj99Er2H30CgAgSK9Gh5ah6NAqGB1ahSAy2KdGybcoijCarcgrsEBE2SGcRER1wTmMvETPtmi3wZpbnGyzZ5uIiKqGyTZ5rcB+Y1Bw/jDyTu5GQO/7oQptJnVI9VKLRv5o0cgfYwbHoNBiw9lLWTh5/hqOJ1zDmaQsZBrM2HkkGTuPOIqphfhrcFurELRtqocl3wyz4hoKbTLkFRQit8BS9FiIPKMFeQUWx9dFjzb7jSHqHVuFYOy9sWjbPEiqj05EDVBaphFA6QJptrxswG4DBBnkvgHSBEZERF6HyTZ5LXVkNHQxPVFw9g9k7VqD8AenSx1SvadSyh1DyFuG4GEAZosNZy9m4vj5aziZcB1nL2biWo4JOw4nY8fh4r0yqvUeSoUMNruI4+ev4aXFu9EtNhxjh8YiurG/uz8OEVEpBSbHjT+g9OgaZ6+2XxAEmVyS2IiIyPsw2SavFtRvDArOHkD+mX0wpyZCHREtdUgNilopR8dWoejYyjGs0lRoxZmkTJxIuI6jf6Uh7VoeAvU66H3V8NOp4KtTwk+ngp9OCd9Sjze+VivlSM8swNdbz2L7ocs4FJ+GQ/FpiOvUCP+4uy2ahvtJ/KmJqL7KyHL0avvplNBpSqyxzeJoRERUA0y2yaupwprBp30c8k/9jqydXyNi9CtSh9SgaVQKdG4Ths5twvBg/+aIj49HbGwsdLrqzb8OC9Lh+dFd8ODA1vjq5zPYffQK9hxLwb7jKRhwe1M8PCQGEcE+tfQpiKihqnSNbS77RURE1cClv8jrBfYdDQgyFJw/DNOVv6QOh9yocagvXnq0GxZPuxN33BYBuwj8eugynp63Hcu+O4Zr2UapQySiesTlsl/FybY/k20iIqo69myT11MFN4JvhwHIO/4rsnZ+jchHXpM6JHKzqEg9/jWhJ/66lIUvt5zBn2fTsWVfErYfvIR7e7fAyIGtEeCnljpMl/KMFly4koOEKzm4kJKD85ezcD2nAK2aGNE+OgRto4IQ0zyw1LBVIqp7xct+3bwagjXHkWzL/ZhsExFR1THZpnohsO9I5J3cCeOFYyhIOAJdyy5Sh0S1oE2zQLz5VC+cTLiGL7acwanE6/hxVwJ+3p+E+/pG44EBreCrU0kWnyiKyDSYkHglB4lFyXXilRxnb9nNjp2/jmPnHYWXBAFoHqFH26ggtG0eiNioIESG1GwZNSmJogirTYTZYoNMAG8gkFcpr2dbFEVYs9MAsGebiIiqh8k21QvKgHDoO98Fw58/I3XNOwga8Aj87/gbBIEzJeqj21qG4J1n43Dkrwys/ike5y9n49vt57BpzwU0KkpQZYIAQYDja9mN753bb9qmkMugVMqgUsihUsigVBY/lrfN8ahSyGHIL0TClWxHgp2Sg5y8wnJjDgvUIrqxP6IbB6BJiAaZGSmwq4KQmJKH+KRMpGUWIOmqAUlXDdiyLwkAoPdRoW3zILSNCkTbqCC0bhoAjar2f22LoojrOSYkXTXgUqoBmQYzzBYbzIXWokdbhY/2Eku4hQfp0KpJAFo28UfLJgFo1SQAeh/pbogQVaS8nu2cAxtQmH4RgMAlJomIqFqYbFO9ETRoLGzGXOTH70Xmr6thTDqJsL9NhtyHS0bVR4IgoGtMGLq0CcX+k6n4cks8Lqbm4nxyjqRxyQSgSbgfohv7o2Vjxxrl0Y394Veix72goADx4jXExjZ1Fo/LMphw5mImziRlIT4pE+eTs2HIL8SB06k4cDrVcWyZgBaN9Ggc4ovQQC3CgnQIC9QhNECL0EBtjXqR840WXEw14GJRon8xNRcXrxqQZ7S4pT3SMguQllmAPcdTnNvCArVoWZSAtypKwP19qz4NwGS2IivXjEyDCdlFj1m5JhjyC9EkzBc92kWgUaivW+KnhiX9pgJpeWf2IXPb5wCAoLsegzIgTLLYiIjI+zDZpnpDptIi7P6pyG3REdd/+RTGxCNI/ngqwka8AG2LjlKHR7VEEAT06hCJHu0jcCYpE0azFXZRhGgXYRcdvbSiCNjtomO7WHK7CJsdsIsibDY7Ci12WKw2FFrtKLTYYLHaYbHaUWi1wWIp/VhotcNisUGjUqBFY39nct08Ug+1svrr8AbqNejVoRF6dWgEALBY7Ui8ko0zFx3J95mkTFzPMSEhOQcJLm4o+GqVjuTbmYhrERroeAwJ0CI711wqqU66anBZZE4mE9A41AfNI/QIC9RBo5JDrZJDrZRDrVI4vnZ+X/pRU/S8yWxFwpUcJCRn43yy4zHlWj7Ss4xIzzJi34mrzvcLCdA62i/cB7AYkW5KQZ7JXiKZNiOr6NFotlbYlp+sP4XGob7o3i4cPdpHoF1UEORyjnKhijnW2HbcZAoL1MJ05S9k/LgYgAj97ffAv8d90gZIREReh8k21SuCIEDfZTA0jWOQ9v0iWK4l4+pXbyEg7gEE9hsNQVb9JIi8g1wmoH10sNRhuI1SIUNM8yDENA/CiH4tATjWAD53OQvpWQWOhDWzABlZRqRnFSDPaCn65xjOXh0h/ho0j9QjKlKPZhGOxyZhvlDV4KZBSb46FTq1DkWn1jfWJs43WpB4JQfnk7ORkOx4TLmWh2vZRlzLNuKPU8WvvF7hsdUqOYL8NAjwUyNQr0aQnwY+WiXOXMzEyYTruJKRhys78/DDzgT4apW4vW04erQPR9e24fDVch45lZXuXGNbBaXxOq6seQeitRC6VrcjeMg/va5+AhERSY/JNtVLqrBmaPzP+bj+y6fIPboN2XvWwnjxFML//iIU/qGVH4DIA4UGOoaLl6fAZHEm3ulZRmQUJ+RZBcjIKkCmwQwfjQLNI/WOf0VJdfMIvzotKuejVaJDqxB0aHWj0FSByYILKQacT87G2aTrSEy+hpBAPYIDdAj0UyNIr0GgnwaBejUC9RoE+qmhVStcJj/5RguO/JWOA6dScSg+HbkFhdh5JBk7jyRDJhPQvkUwerQP53BzKqV4CHmzQAGp37wNe4EBqohohN0/hTdqiYioRphsU70lU6oROuwZaFt0RMbm5TAnn0HyiukIHf4sfGJ6Sh0ekVvpNEo0j1SieaS+3OetNjvkMsEje+d0GiXaRwejfXQwCrpFIj4+HrGxsc757NXlo1WiT6fG6NOpMWx2EWeSMnGwaO775bQ8nEi4hhMJ15zDzXu0j8CQns3QJMzPzZ+MvElqZj7ksOHvti2wXE+BXB+CiFGvQKYq/wYXERFRZZhsU73n2y4O6siWSP/+fZivnkfad/Oh73YvggaNhUzBqsjUMCga6Jzl4ukF7aODMX54e1y9lo8Dp1Nx8HSqc7j59zvOY/eRZHz22t1Sh0sSSr9egEd89iKs8DIEtQ6Ro1+Bwi9Q6rCIiMiLMdmmBkEZGIFG4+Ygc8dXyNm/HoZDm2G6HI+w+6dCFdxI6vCIqI5EhvhgRL+WGNGvJfKNFvx5Nh1HzqYjqlH5IwKo4Qi/9DPaqy9AFGSIeHA6VGHNpQ6JiIi8HJNtajAEuRLBg8ZB27wD0jcsQWHaBVz55CWEDH0Sfh0GSB0eEdUxH60SfTs3Rt/OjaUOhSRmOLod7XP3AQDyOj8MXYtOEkdERET1QcMcV0gNmq5VVzR5YhE0zW+DaDEhY/0SpK9fAnth+UsgERFR/VWQeAzXfvoIAPCzsQMCutwlcURERFRfMNmmBknhF4TIR15DYP+HAUGGvBM7cPmjF5F36neIoih1eEREVAcK0y8ibd1CwG7DIXMLbDZ2RlhQzQrzERER3YzJNjVYgkyOwD4jEfnom1D4h8FmuIb0H95Hyuevwnw1UerwiIioFllzM3H1m7kQzQVAeBt8ld8beh/HsnJERETuwGSbGjxts3ZoMvEDBPZ/GIJSDXPyGVz59GVkbPovrHnZUodHRERuZi80IfWbubAZrkEZ3AjXuj4OG+Ts1SYiIrdisk0Ex5rcgX1GounTS+B7Wz8AInKPbsPl5ZORvf9HiDaL1CESEZE72O3I2bwMhWkXINPpETH6X0jNc6w/Hx7IZJuIiNyHyTZRCQp9MMJGvIBG496GOrIlRHMBMrd/juT/TUHBucOcz01E5MVEUYQ2/heYLxyFoFAhYtQsKAMjkJZVAADs2SYiIrdisk1UDk2Ttmg0YR5Ch0+C3CcAlsyrSF0zF6lfv43Ca8lSh0dERDVQ8OdP0Fz+E4CAsBEvQNO4DQAgPdORbIcHaiWMjoiI6hsm20QuCIIMfp0GoukzS+Df6++AXAFj4hEkfzwV17Z+BpsxT+oQiYioiuzWQuTu+RYA4Nf/Yfi0vcP5XHqmY+lH9mwTEZE7seQmUSVkah2CB46FvvNduL59FQr+OgjDgY3IO7kLvr0eBBThUodIRESVkClU8L3jfqRn5iC8yz2lnuMwciIiqg3s2SaqImVQJCIemomIh1+DMqQJ7AUGGLZ/Br/9n8NuYi83EZGn8+3xN5ibd4MgCM5teUYL8o2OIpgskEZERO7EZJuomnTRndDkyfcQPORxCGodFDkpyFz7LoeVExF5oYyiXm1/XxU0XGObiIjciMk2UQ0IMjn8u9+LoFH/hl2lgzU9Can/Nxt2U77UoRERUTWkFRVHC2OvNhERuRmTbaJboAxpgtzuj0DQ+MJ89Tyufj0HdnOB1GEREVEVOZNtztcmIiI3Y7JNdIvsfmEIenAmZBpfmK/8hatfvw17oVHqsIiIqApuLPvFZJuIiNyLyTaRGyjDmiPykdcgU+tgTj6D1G/mwl5okjosIiKqBHu2iYiotjDZJnITdWRLRDz8GgS1DqZLp5G65h3YLWapwyIiogqkFxVIC2eyTUREbsZkm8iNNI1bI3LMqxBUGpgunkTat/OYcBMRebB0Z4E0rcSREBFRfcNkm8jNNE1iHAm3UgPjheNI+24B7NZCqcMiIqKb5BktyDdZAXAYORERuR+TbaJaoGkai4gxr0BQqmFMPIL0tQshWi1Sh0VERCUU92oH+KqhUXGNbSIici8m20S1RNusPSJGzYKgUKHg/GGkfb8Ioo0JNxGRp7hRHI1DyImIyP14G5eoFmmjOiD8oZlIW/MOCv46iLTv30f4/VMhyPmjR0QkteLiaGFc9osaCJvNBovFfTf+zWaz81EmYx/ezdg+rnly2yiVSsjlcrcci3/xE9UyXXQnhD80A6nfzkPB2T+Q/uOHCPv7ixBk7vkhJiKiminu2WYlcqrvRFFEamoqsrOz3Xpcu90OhUKBlJQUj0uYPAHbxzVPb5uAgABERERAEIRbOg6TbaI6oGvZBeEPvoS07xYgP34vMmRyhP5tMhNuIiIJpXONbWogihPtsLAw6HS6W04gitlsNpjNZqjVarf1BNYnbB/XPLVtRFFEQUEB0tPTAQCRkZG3dDwm20R1xKd1N4Q/MA1p6xYi79RuAEDQXeOh8A2QNjAiogbKOWebw8ipHrPZbM5EOzg42O3HBgCNRuNRCZOnYPu45slto9U66nikp6cjLCzsluLzvD57onrMJ6YHwu6fAggy5J3ajUtLnkLqmnnIP/sHRJtV6vCIiBoMURSdc7Y5jJzqs+I52jodz3Oiqir+ebnVGgfs2SaqY75te0E2ahaydq+BOeUcCs4dRMG5g5Dp9PC7rR/8Og2EKqy51GESEdVr+UYLCrjGNjUg7ho6TtQQuOvnhck2kQR0rbpC16orCjMuI/f4b8g7sRO2/GzkHNiInAMboYpoCb+OA+B7W1/ItX5Sh0tEVO8UDyEP8FNDrfSsIYxERFQ/VHsYeUJCAiZMmIDOnTsjLi4O8+fPR2FhYbWOsXLlSsTExGDixInVfXuiekUV2hTBgx5Ds+f/h/BRs6CL6QnIFChMTcD1Xz7BxQ+fQNq6hSg4/ydEu03qcImI6g3nEHLO1yYiolpSrZ7tnJwcjBs3DlFRUViyZAnS0tIwb948mEwmvPbaa1U6RkZGBpYtW+b2Ag1E3kyQyeHTuht8WneDrcCAvJO7kHvsNxSmJyE/fh/y4/dB7hsEv4794dvxTqiCG0sdMhGRV0vLNALgEHIibxETE1Ppa9555x088MADNTr+2LFjodPp8NFHH1Vrv4EDB2LAgAFVzoXcac6cOVi9ejWef/55TJo0qc7fnypXrWT766+/Rn5+PpYuXYqAgAAAjkpyb775JiZOnIjw8PBKj7FgwQIMHDgQKSkpNQqYqL6T6/Tw7zEc/j2Gw5x6AbnHf0Xeyd2w5WUie+/3yN77PTRNY+HXdQh82t4BmUIldchERF4nLTMfABAWqJU4EiKqim+++abU96NHj8bYsWMxfPhw57ZmzZrV+Pivv/56jdZ7Xrp0KfR6fY3ft6ZsNht++uknAMDGjRuZbHuoaiXbu3btQq9evZyJNgAMHToUr7/+Ovbs2VPpnaRDhw5h27Zt2LJlC6ZNm1ajgIkaEnVEC6gjHkfwwMeQf/4Q8o79hoKEIzBdjofpcjyu//IJfDsMgL7LYKhCmkgdLhGR10gv6tlmJXIi79C5c+cy2yIjI8vdXsxkMkGj0VTp+K1atapRXO3atavRfrdq3759uHbtGnr37o29e/fi1KlTaN++vSSx3EwURVgsFqhU7BCqVrKdmJiIBx98sNQ2vV6P0NBQJCYmVrivzWbD7Nmz8fTTTyMsLKz6kZajeNFxdzAajaUe6Qa2jWt12TayZp2gb9YJPnmZMJ7chYKTO2DPvQ7DgY0wHNgIZeMY6DrcCU3r7hA8oLeb541rbBvXvL1tRFFkxV8vUTxnm8PIieqHJUuW4NNPP8WqVavw9ttv4/Tp03jxxRfx+OOPY+HChdi5cyeSk5Ph6+uL7t27Y+bMmaVykpuHkRcf7+uvv8Ybb7yB06dPo2nTppgxYwb69u3r3O/mYeQzZ87EyZMn8e9//xtz585FUlISWrdujTfeeAO33Xabc7/c3Fy8+eab2L59OzQaDR566CEEBATg3XffxdmzZyv9vBs3boSPjw/mzZuHQYMGYcOGDWWSbYPBgA8//BBbt25FZmYmwsLCMGzYsFKdnjt27MDy5csRHx8PlUqFtm3bYtasWWjXrh3WrVuHWbNmYd++fQgKCnLuM2LECMTGxmLevHmlPvNLL72ERYsWITExEQsXLkS/fv2wcOFC7NmzB6mpqQgODkafPn3w0ksvlVmK7ocffsDKlSuRkJAAnU6Hjh074o033oBWq0W/fv3w2muvYdSoUaX2eeihh9CoUSN8+OGHlbaXVKqVbBsMhnKHSfj7+yMnJ6fCfb/66isYjUaMHz++WgFWxGKxID4+3m3HA4CkpCS3Hq8+Ydu4Vudt4x8D9G4NxbULUF8+AmXGOViunEXOlbPI2r4ShY06wNy0M+y+oXUbVzl43rjGtnHNm9uGd/I9nyiKzmrkYSyQRg2YKIowF9a8AKvNboOp0AbIrJDLxGrtq1bJ3X5z0mKxYNq0aRg/fjymTJniHI17/fp1TJw4EWFhYcjMzMRnn32GsWPHYtOmTVAoXKdDFosF06dPx2OPPYZnn30WH3/8MZ5//nn8+uuvCAwMdLlfRkYG5syZgyeeeAJqtRrLli3Dc889h61bt0KpVAIAZs2ahf379+Oll15C48aNsWbNGpw6dapKn9NsNuOXX37B4MGDER4ejj59+mDTpk14+eWXnUPhCwsLMW7cOFy5cgWTJk1CmzZtkJqaisOHDzuPs3nzZkydOhWDBg3CokWLoFQq8eeffyItLa3aPfbp6emYM2cOnnnmGURGRqJRo0YwmUyw2WyYMmUKgoKCcPXqVSxfvhzPPvssVq5c6dx3xYoVWLBgAUaOHIkpU6bAYrFg//79yMzMRIcOHTB48GCsXbu2VLJ97tw5HD9+HM8//3y14qxrdbL01/Xr17F48WK8++67bv0jRKlU1njIx82MRiOSkpIQFRUFrZbzt0pi27gmfdu0BzActrwsGE/tRMHJnYDhGjQXD0Jz8SCUjdo4ervb9Kjz3m7p28ZzsW1c8/a2OX/+vNQhUBXkG60wmrnGNjVsoihixtLfEZ+UKcn7x0YF4d3n+rg14bZYLJgyZQruvffeUtvfeecd59c2mw1dunRBv379sH//fvTp06fC402fPh39+/cHALRo0QKDBg3Crl27MGLECJf75eTk4IsvvkB0dDRMJhP8/f0xfvx4HDt2DN26dcP58+exdetWvPvuu/j73/8OAOjbty+GDh1apc/566+/Ij8/3zlf/b777sNvv/2GP/74A7169QLg6Ck+ffo0vv76a3Tp0sW57/333w/A8f//7rvvIi4uDsuWLXM+X/xZqysnJwcff/wxOnXqVGr7m2++6fzaarWiSZMmeOSRR5CUlISIiAjk5uZi6dKlGD16NN566y3na++66y7n16NGjcL48eORkJCAli1bAgDWrl2LyMhIxMXF1SjeulKtZFuv1yM3N7fM9pycHPj7+7vc78MPP0RMTAy6desGg8EAwNHYVqsVBoMBOp2uwrtKrgiCUGYIwq3SarVuP2Z9wbZxTfK20engF/YIxP6jYbxwHIYjW1Hw10FYUv5CTspfyN35BXw79EdAz79B4V+3vd2St40HY9u45q1twyHk3iE92zFNIZBrbBPVO+Ulizt37sR///tfnDt3Dnl5ec7tSUlJFSbbMpnMmbwCQJMmTaDRaJCWllZhDGFhYWjdujVsNseogeIEsXi/EydOAAAGDRpU6r3uvPNOfPbZZ5V9RGzcuBHBwcHo3bs3AMdQdp1Ohw0bNjjj3bdvH1q2bFkq0S4pMTERqampmDFjRqXvVxUBAQFlEm3gxvDwixcvlpr+W5xsHz16FEajESNHjnR57DvuuANNmzbFd999hxkzZsBqtWL9+vUYPXp0jYra1aVqZbjR0dFl5mbn5uYiIyMD0dHRLve7cOECDh48iO7du5d5rnv37vj444/Rr1+/6oRCROUQZHLoWnaBrmUXWHOzkHtsO3KPboM1JwOGg5uRd3IXwv4+Fbrosr8MiYgaiowsLvtFJAgC3n2uz60PIzeZodGoIZdV78ZVbQwj12q18PHxKbXt+PHjePbZZzFo0CA8+eSTCA4OhiAIGDVqFMxmc4XH02g0ZUblKpXKSve7edpt8dDx4v0yMjKgVCrh5+dX6nUl50W7YjAYsHPnTowYMQL5+fnO7X379sXWrVvxxhtvQKVSITs7u8I6WdnZ2QDgtlpaISEhZbZt3boVM2bMwOjRo53D+jMyMjBp0iRnW1QlDkEQ8NBDD+Hzzz/HtGnTsGPHDmRmZtZ4mbe6VK1ku1+/fli+fHmpudtbtmyBTCarsAv/lVdecfZoF5s7dy40Gg2mTp1apXXziKh6FH6BCOwzEgFxD8CYeAxZO/8P5qsJSP16DoLu/Af87xjBXjgiapAysk0AgHDO16YGThAEaNQ1n1VqswmA3QqNSgG5XPpRIuX9XbNt2zb4+vrigw8+cPaCXrlypa5DKyU0NBQWiwW5ubmlEu7MzMqH9P/888+wWCz47rvv8N1335V5fseOHRgyZAgCAgIqLLRWPJ89PT3d5WvUajUAx3D6km7O64Dy237Lli2IjY0tNTz8wIEDLuOIiIhwGcsDDzyAxYsXY8eOHfjuu+/Qs2dPNG3a1OXrPUW1+t3HjBkDHx8fTJo0Cb///jvWrl2L+fPnY8yYMaXW2B43bhwGDx7s/D42NhY9e/Ys9U+v1yMgIAA9e/YstZQYEbmXIMiga9kFkY/NgV+nQYBoR+avq5H+/SLYC72z4jMR0a1IZ882UYNhMpmgVCpLJYMbNmyQMCI4q5Jv377duc1ut+O3336rdN8NGzagcePG+Pzzz8v8CwkJcX623r17IyEhAceOHSv3ONHR0YiIiMC6detcvldxfldyZHNCQgKuXr1a+YfEjba/Of6SOnfuDK1Wi7Vr11Z4rNDQUAwYMAArVqzA7t27y6yQ5amqdSvL398fq1atwuzZszFp0iT4+Pg4q8aVZLfbnXMUiMgzyBQqhAx7BupGrXDt50+QH78PhdeuIGLky1AGRUodHhFRncnIZrJN1FDExcU585fBgwfjyJEj+PHHHyWNqXXr1hg8eDDmzJkDo9GIRo0aYc2aNTCZTBWOOkxLS8PBgwfxzDPPoGfPnmWeHz58OL766ivk5uZixIgR+Oqrr/DUU0/hueeeQ+vWrZGWloZDhw5h9uzZEAQBM2bMwNSpUzF58mSMGDECKpUKR48eRYcOHXDnnXeiU6dOiIyMxNy5czFt2jTk5eXhf//7X5U7Snv37o233noLy5YtQ5cuXbBz507s27ev1Gv8/PwwadIkLFy4EKIoYtCgQbDb7fjjjz8wbNgwdOjQwfnaUaNG4amnnoJer8fdd99dtcaWWLXHjbRs2bJUqfbyrF69utLjVOU1RORegiBA33UIVGHNkPbdAlgyLuHKZzMQNuJF6Fp1lTo8IqI6kZHFYeREDUX//v0xffp0fPHFF1i3bh26du2Kjz76SPJkbe7cuXjrrbcwf/58qFQq3H///WjdujW+/PJLl/ts2rQJdrvdWcH8Zvfffz9WrlyJn3/+GSNHjsTKlSvx/vvv46OPPkJ2djYiIiIwbNgw5+vvvfdeaDQaLF++HFOnToVarUa7du2cI5SVSiWWLl2KN954Ay+88AKaNWuGV155xbm+dmXGjBmD5ORkfPHFF/jkk0/Qp08fLFq0qMx62U8++SSCgoKwcuVKrFu3Dj4+PujSpQuCg4NLva5Pnz7QarUYNmyYc4i7pxNEUazeongeoriKX8m7HbeioKAA8fHxiI2N9coKuLWJbeOaN7eNNTcLaesWwJx8FoCAwP5jEBD3AATBPVUdvbltahvbxjVvbxt3X5vIvW1aUFCA06dP4921qTAV2vDfGQPRJMyv8h0bAG//2atN3t42JpMJFy5cQIsWLaDRaNx6bJvNBpPJBI1G4xFztj1NddvnH//4B2QyWYPolKzJubNv3z6MHz8ea9eudQ7Fry0V/dxU57rk2bXSiajWKPwC0ejRN6HvejcAEVk7/w9p3y2A3VxQ6b5EVL8lJCRgwoQJ6Ny5M+Li4jB//nwUFhZW6xgrV65ETEwMJk6cWEtR1oyx0A5TUfXlMPZsE5FEfv75Z6xcuRJ79+7F9u3bMWXKFBw6dAjjxo2TOjSPUzx8fsGCBejatWutJ9ruVPPyg0Tk9QS5EiFDn4IqMhrXtnyMgr8O4MpnMxH+0AyoghtLHR4RSSAnJwfjxo1DVFQUlixZgrS0NMybNw8mkwmvvfZalY6RkZGBZcuWlRkC6Amy8x2JdpBeDRXX2CYiieh0Ovz4449ISkqCxWJBdHQ0FixYgLvuukvq0DzOmjVr8J///AexsbGYM2eO1OFUC5NtIoK+811QhTZH2tr5sFy/giufzUTY356HT5vuUodGRHXs66+/Rn5+PpYuXeosgmOz2fDmm29i4sSJpVYfcWXBggUYOHAgUlJSajna6svOswJgrzYRSatv377o27ev1GF4hcmTJ2Py5MlSh1EjHEZORAAATePWaPzPBdA0awfRXIC0b+chc+fXEEW71KERUR3atWsXevXqVara7NChQ2G327Fnz55K9z906BC2bduGadOm1WKUNVfcs81K5EREVNuYbBORk8I3AJGPvA5993sBANm/f4u0NfNgM+VLHBkR1ZXExERER0eX2qbX6xEaGlpqrdXy2Gw2zJ49G08//TTCwsJqM8way8539GyHM9kmIqJaxmHkRFSKIFcgZMjjUEe2xLXNH6Hg/GFcWvwk1I3bQNM0FtqmsVA3bg2ZSit1qERUCwwGA/R6fZnt/v7+yMnJqXDfr776CkajEePHj3drTKIooqDg1os3Go1GZOU5erYDfBRuOWZ9YTQaSz3SDd7eNmazGXa7HTabDTabza3HLl7USBRFtx+7PmD7uObpbWOz2WC322E0GmG3lx7lKYpiheuhl8Rkm4jK5ddhAFQhzZD2/SJYs1JhSjoBU9IJZAOAIIM6IhqaZrHQNImFpmlbyH38JY6YiKR0/fp1LF68GO+++y5UKpVbj22xWBAfH++WYxX3bBtzMxAfn+uWY9YnSUlJUofgsby5bRQKBcxmc60dvzaPXR+wfVzz1LYxm82wWq0uR3RV9TrHZJuIXFJHRqPpM0tguZYM06V4mC47/lkN12C+eh7mq+eR88cGAIAyuBE0TdtB09SRfIuqqq9dK9ptEK2FEK0WiFYLAEDuGwBBxkrBRHVNr9cjN7dsEpqTkwN/f9c31T788EPExMSgW7duMBgMAACr1Qqr1QqDwQCdTgeFomZ/diiVSrRq1apG+5ZUUFCA7PwrAIDbO7ZBoxCfWz5mfWE0GpGUlISoqChotRy5VJK3t43ZbEZKSgrUarXb19kWRRFmsxlqtbrKPX0NCdvHNW9oG4VCgWbNmkGtVpfafv78+aofw91BEVH9IggyqEKbQRXaDPrb7wYAWHMyYLx8I/m2ZFyG5XoKLNdTkHt0GwBA5hMIX40/rp/UIMtug2izOhJqm8WZVBd/jfKKsAkyKPTBUPiHQREQCoV/GJT+oVAEhDu+9wtmMk5UC6Kjo8vcyc/NzUVGRkaZudwlXbhwAQcPHkT37mVXMejevTs+/vhj9OvXr0YxCYIAne7W51gb8gthsTqGLjZvFASlgr9DbqbVat3S1vWRt7aNTCaDTCaDXC6HXO7ec754+K8gCG4/dn3A9nHN09tGLpdDJpNBq9WWuUlVnZsDTLaJqNoU/qHw8w+F322OP5xtxlyYLp8pSr7PwHw1Afb8LCjzs2Cp7sFlCgAiYLfBmpMBa04GcKmc1wkyKPQhJRJxR1KuCm0OVVhTCHLlLX5KooapX79+WL58eam521u2bIFMJkNcXJzL/V555RVnj3axuXPnQqPRYOrUqYiJianVuKsiI9sx5zbQT81Em4iIah2TbSK6ZXKtH3zadHeuy223mJGTeBLJZ0+gUdPm0Pj4QlAoIciVpR8VqhJfF/0TZBBFO2x5ObDmpMOakw5Ldgas2WlFyXc6LDkZgM3qfB44dVNACqhCm0MdGQ11RDTUkS2hCm0GQcEEnKgyY8aMwerVqzFp0iRMnDgRaWlpmD9/PsaMGVNqje1x48YhJSUFW7duBQDExsaWOZZer4dOp0PPnj3rLP6KZGSZAAChge4dSktEte/pp59GYmIifvnll3KfX716NebMmYOtW7eiWbNmlR4vJiYGL7/8Mh5//HEAwNixY6HT6fDRRx9VuF+3bt0wbty4aq37HB8fj99++w1PPPFEqakI69atw6xZs7Bv3z4EBQVV+XjusHLlSrzzzjt48MEHMXfu3Dp974aEyTYRuZ1MqYa6aSwK8wBtTGy1h90JggwKv0Ao/AKBJmV7wxzJeHZRIp4Oa3Y6rDkZsGSlojDtAuymfBSmJqAwNQHOmacyBVRhzZzJtzoiGqqw5tVKwEVRdAyFLzTBXmiEvdAEmVoHhX+ox843Iqouf39/rFq1CrNnz8akSZPg4+ODkSNHYsqUKaVeV1zd2JsU92yHBnjfvFuihm748OGYNm0ajh8/jo4dO5Z5ftOmTejcuXOVEu3yvP7665DJamdV5DNnzmDp0qX4xz/+USrZHjBgAL755ptyV4CobevXrwcAbN26FW+88YbbC1uSA5NtIvI6jmQ8CAq/IGiatC31nCiKsGanwZyaCPPVBBSmJsJ8NRF2Ux4KUxNRmJronFcOmQKq0KZQR7aETK2DvdAEsSiJthcaSyXVxdvLm18u14dA27w9tM1vg6b5bVAGeOb6wkRV1bJlS6xcubLC16xevbrS41TlNXUpI9vRsx3GZJvI6wwaNAg6nQ4bN24sk2wnJyfjyJEjePXVV2t8fHcUYayuoKCgOu/RBhw1Nk6dOoXevXtj79692LFjB4YMGVLncbhiMpncXsxPKrVz+4aISCKCIEAZGAHf2N4IHjgWkY+8juZTV6LppP8g7IHpCOh9P7QtOkGm9QXsVhSmXUDu0W3I+WM9co/8grxTu1Fw7iBMF0/CfPU8LNevwJZ7HXZzQalEW1CqHcudyRSwGa4h78ROZGxchsvLnsGlpc8gfcNS5B7f4ZhzTkQeIT2rqGebw8iJvI5Wq8WgQYPw008/lVn3eNOmTZDL5bj33nuRnp6OWbNmYdCgQejYsSOGDBmC9957D4WFhRUef+zYsZg4cWKpbdu2bcM999yDDh06YOTIkTh+/HiZ/Xbs2IEJEyagV69e6Nq1Kx566CHs2rXL+fz69evxr3/9CwDQq1cvxMTEYODAgQAcw8hjYmKQmZnpfH12djZmzZqFnj17omPHjhgzZgwOHjxYbqxbtmzB3XffjS5duuCxxx7DpUvlFbkpa+PGjRAEAW+99RZCQkKwYcOGMq8pLCzE+++/j0GDBuG2225Dv379MHPmzFKvOXLkCP75z3+ia9eu6NKlCx566CHs2bMHAPDHH38gJiYGJ06cKLXPs88+i7Fjxzq/X7p0Kbp06YLjx49j9OjR6NChA7788ksAwMKFC3HfffehS5cu6Nu3L6ZOnYr09PQyse7YsQNjxoxBp06d0L17d4wdOxanT5+GxWJBXFwc3n///TL7vPjiixg5cmSV2utWsGebiOo9QRCgDAiHMiAciO0FoKgHPCcD5tQEFKZegGizQqbSQFBpIFNpi752PMpU2tLblWpnJXR7oQmm5LMwXTwJ48VTMF89D2tOOvKOpyPv+G8AAEVAeFGvt6P3Gwr2qhFJISOLw8iJShJFEaKl5usc2202iBYz7DJAqGZFaUFZ/SWf7rvvPmzYsAF//PEHevXq5dy+ceNG9O7dG8HBwTh79iwCAgIwa9Ys6PV6JCUlYcmSJcjIyMA777xT5feKj4/H888/j379+mHWrFlITk7Giy++WCZpT05Oxp133ol//vOfkMlk2LVrF5566imsWrUK3bp1Q9++ffH0009j+fLlWLFiBfz8/FwO2bbZbHjyySdx+fJlTJ8+HSEhIVi9ejUmTJiAr7/+Grfddlup+DIzMzF9+nTYbDbMmzcPL730Er755ptKP9vGjRvRrVs3NG3aFEOHDsU333yD3Nxc+PndWLZ18uTJ2L9/PyZOnIjOnTsjMzOz1Hz5w4cPY9y4cejcuTPmzJkDvV6PkydPIiUlpcptXMxisWDatGkYP348pkyZgoCAAADA9evXMXHiRISFhSEzMxOfffYZxo4di02bNjmXkty8eTOmTp2KQYMGYdGiRVAqlfjzzz+RlpaGdu3a4f7778cPP/yAF154wTlNIDs7G9u3b3feBKlNTLaJqEFyJOBhjiHfbXtVvoMLMpUGuuhO0EV3AgDYC40wXT4D48WTMF08BfPVBFiz05CbnYbcY9sBAPKACOi0wci5/Dvy5HJAFAGIRY8ARBFicS+68zk4tzmKzKkgU5QoNHdz4bkyBeiKLux2m+M4dhtEux0Q7SUebYC96PHm14iiY5soOrc5txd/j+LnbsQvyBUQZHLHo1wByBUQZIrS35fYZrbaoMhMRmEyIKhURce68d7OY4uis21KPe/4z3X8g1D0h5wACAAEmfP5G9sd/9QR0ZDr6n7OHNUdURRvzNlmzzYRRFFEyuf/gjn5rCTvr27SFo0em1OthDsuLg5BQUHYtGmTM9n+66+/8NdffzkLncXExGDGjBnOfbp27QqtVouZM2fitddeq/Ja6f/73/8QGRmJZcuWOZemUqvVZRK0Rx991Pm13W5Hz549cf78eaxZswbdunVDYGAgmjZtCgBo3759hcPGd+zYgePHj2PFihXo27cvAKBPnz4YMmQIPvroIyxZssT52tzcXPzwww/O4xUUFGDWrFlITU1FRESEy/c4fvw4kpKSMGHCBACOufCrV6/Gzz//7Ozp3bNnD3bs2IFFixZh+PDhzn1Lfr1gwQI0b94cq1atcrZPnz59XL5vRSwWC6ZMmYJ777231PaSN0dsNhu6dOmCfv36Yf/+/ejTpw9EUcS7776LuLg4LFu2zPna/v37O79+6KGHsGLFCuzevdu5fcOGDZDJZKU+T21hsk1E5EYylRa6ll2ga9kFAGA3F8B0OR7Gi6ccQ9NTL8CWnQp1diqMVyUO1kP5Acg8ULfvqQgIQ7NJ/63bN6U6lW+ywmxx3AQK8WfPNpGDdxX3VCgUuOeee7Bp0ya89tprUKlU2LRpE7RaLQYPHgzAcRNh1apVWLNmDZKTk2E23+i5v3z5Mtq0aVOl9zp27BgGDhxYag3oe+65p0yynZqaivfffx979+5FRkaG4wYwHIl1dR06dAi+vr7ORBsAlEolBg8ejI0bN5Z6bdu2bUsl7sVzzitLtjdu3AilUol77rkHANC5c2c0bdoUGzZscCbb+/btg1arxbBhw8o9htFoxLFjxzB16lS3rZFdMkEutnPnTvz3v//FuXPnkJeX59yelJSEPn36IDExEampqaVurtysefPm6NGjB9auXet8j3Xr1uHuu++Gr6+vW2KvCJNtIqJaJFProGt1O3StbgcA2E35yD5/FCnxRxAWGgqVWu14YYkeWKFED6zzDyFBhuKb/6LNCtFqcfyzFcJutTiqpJd6tEC0WUpsKyzqxZU5hsALMggyGSCTOd5PJnd8L8id252vce5TtH/R443nb9oukzl7KkSbzRFv0T/YrRV+b7cUwmwqgEqtcQz3KvV+QqmvHd/f+PrGH41iiV7wGyMDnHPuRXtRJ/iN1+lad6vN04A8gI9Ggb6dIgFrHpQKlqwhEgQBjR6bc0vDyG02G8xmM9RqdbWTrpoMIwccvatfffUVdu/ejUGDBmHjxo0YOHAgfHx8AACrVq3Cu+++iyeeeAI9e/aEXq/HiRMn8NZbb5VKvCuTkZGB4ODgUtt8fX2hLr5uw9GT/cwzzyA3NxfPP/88mjdvDq1Wi8WLF+Pq1erfUTcYDGXeEwBCQkKQk5NTatvNFcyVSsfqKhV9Rrvdjs2bN6NHjx6QyWQwGAwAHMXnPv/8c6SlpSE8PBzZ2dkIDXW90orBYIDdbkdYmHsKwmq1Wuf/X7Hjx4/j2WefxaBBg/Dkk08iODgYgiBg1KhRzs+YnZ0NAJXGMWrUKMycOROZmZlIT0/H6dOny8w/ry1MtomI6pBM4wNNdBeYzRr4xlZ/WbT6rqCgAPHx8Yhl25CbCYKA50behvj4eKlDIfIYgiBAUNV8WoVos0GwO6ZUydzUw1mZrl27onHjxti0aROCg4ORnJxcqrd5y5YtGDhwIKZNm+bclpCQUO33CQ0NxfXr10tty8vLK5XMXrx4EadPn8ayZctw1113ObebTKZqvx/gWHrx5vcEgGvXrsHf379Gxyxp//79yMjIQEZGBrp3717m+c2bN2PChAkICAhw9tKXl3D7+flBJpOVW6ysWPFNCYvFUmq7wWAoc8zy3mPbtm3w9fXFBx984JxrfeXKlVKvKZ7bXVEcADBkyBDMnj0b69evR3JyMpo1a4YePXpUuI+78NYuERERERF5BUEQMHz4cPz6669Ys2YNAgICSg27NplMzl7eYuVV265Mx44d8dtvv8Fmszm3bdmypdRrihPvku935coVHDlypNTrip+vrCL67bffjry8PPz+++/ObVarFdu2bcPtt99e7c9wsw0bNkCn02HlypX4/PPPS/1r27ats5169+4No9GIn376qdzj6HQ6dO7cGT/++GOp9impeCh7yRsdmZmZOHXqVJViLf5/LJmI3/z/GB0djYiICKxbt67CY6lUKowYMQLffvstNmzYgAceeKBGoypqgj3bRERERETkNYYPH46PPvoI69atw+jRo0slu71798bnn3+OL774AlFRUVi/fj0uXrxY7fd46qmnMHLkSEyaNAkPP/wwkpOT8cknn5QaRl6c7C1atAh2ux0FBQVYvHhxmWHN0dHRAIAvv/wSd911FzQaDWJiYsq854ABA9CxY0e89NJLmDZtmrMaeXp6OhYvXlztz1CS2WzG1q1bMWTIkFKV3Is9+OCDePvtt5GYmIjevXujf//+eOWVV3Dp0iV06tQJ2dnZ+Pnnn/HBBx8AgLN6+Pjx4/HII4/A398fp06dQmBgIEaOHImIiAh06tQJy5Ytg5+fHxQKBT7++ONSFc8rEhcXh1WrVmH27NkYPHgwjhw5gh9//LHUawRBwIwZMzB16lRMnjwZI0aMgEqlwtGjR9GhQwfceeedzteOGjXKWcztgQceqHlDVhN7tomIiIiIyGu0adMGMTExEEUR9913X6nnJk2ahPvuuw+LFy/G1KlToVar8eqrr1b7Pdq1a4cPP/wQFy5cwHPPPYe1a9fi/fffL7Vsl0qlwpIlS6BSqfDCCy9g8eLFeOaZZ8oMUW7Xrh0mT56M9evXY8yYMXjmmWfKfU+5XI7//e9/GDBgABYsWIDJkycjPz8fn376aallv2pix44dyM3Nxd///vdynx8+fDiUSqWz93jJkiUYO3YsvvnmGzz55JOYN29eqeld3bp1w+effw5BEDBr1iw899xz2LZtGxo3bux8zcKFC9GsWTPMmjUL7777Lh577LEqf47+/ftj+vTp2L59O5555hkcOnQIH330UZnX3XvvvfjPf/6DtLQ0TJ06FdOmTcPhw4fLFIlr1aoVoqKiEBcXh/Dw8CrF4A6CWFwyz8sUL5DeoUMHtxyP8wRdY9u4xrZxjW3jGtvGNW9vG3dfm8i9bert51dtYtu45u1tYzKZcOHCBbRo0QIajXuXvbPZbDCZTNBoNG6rSl2fsH1cq+u2uXTpEoYMGYIPP/wQd999d6Wvr+jnpjrXJQ4jJyIiIiIiononKysLFy5cwLJly9CoUSMMGjSoTt+fw8iJiIiIiIio3vntt9/wyCOPIDk5GQsWLIBCUbd9zezZJiIiIiIionrngQceqNOCaDdjzzYRERERERGRmzHZJiIiIiKq57y0JjKRJNz188Jkm4iIiIionipeg7qgoEDiSIi8R/HPS8k13GuCc7aJiIiIiOopuVyOgIAApKenAwB0Oh0EQXDLsW02G8xms/N9qDS2j2ue2jaiKKKgoADp6ekICAi45diYbBMRERER1WMREREA4Ey43cVut8NqtUKhUEAm44DZm7F9XPP0tgkICHD+3NwKJttERERERPWYIAiIjIxEWFgYLBaL245rNBqRmJiIZs2aQavVuu249QXbxzVPbhulUum23nYm20REREREDYBcLnfrkF273Q4AUKvV0Gg0bjtufcH2ca2htI3n9dkTEREREREReTkm20RERERERERuxmSbiIiIiIiIyM2YbBMRERERERG5mSCKoih1EDXx559/QhRFqFQqtxxPFEVYLBYolUq3rT1YX7BtXGPbuMa2cY1t45q3t01hYSEEQUDXrl2lDqXecOf13tvPr9rEtnGNbeMa26ZibB/XvLltqnOt99pq5O7+TxEEwW2Je33DtnGNbeMa28Y1to1r3t42giB43R8Nns6d7ent51dtYtu4xrZxjW1TMbaPa97cNtW51nttzzYRERERERGRp+KcbSIiIiIiIiI3Y7JNRERERERE5GZMtomIiIiIiIjcjMk2ERERERERkZsx2SYiIiIiIiJyMybbRERERERERG7GZJuIiIiIiIjIzZhsExEREREREbkZk20iIiIiIiIiN2OyTURERERERORmTLaJiIiIiIiI3IzJNhEREREREZGbKaQOQGoJCQmYM2cOjhw5Ah8fH4wYMQIvvvgiVCqV1KFJat26dZg1a1aZ7U8++SSmT58uQUTSuXjxIj755BMcO3YM586dQ3R0NDZu3Fjmdd9++y1WrFiBlJQUtGjRAlOmTMGdd94pQcR1pyptM3bsWBw4cKDMvps3b0bLli3rKtQ699NPP2H9+vU4deoUDAYDmjdvjrFjx+LBBx+EIAjO1zXE86YqbdNQzxuqHbzWl4/X+ht4rXeN13rXeK13jdd6hwadbOfk5GDcuHGIiorCkiVLkJaWhnnz5sFkMuG1116TOjyPsGLFCvj5+Tm/Dw8PlzAaaZw7dw47d+5Ep06dYLfbIYpimdds2rQJ//73v/H000/jjjvuwObNm/Hcc8/hyy+/ROfOnes+6DpSlbYBgK5du2LGjBmltjVp0qQuQpTMypUr0bhxY8ycOROBgYHYu3cv/v3vfyM1NRXPPfccgIZ73lSlbYCGed6Q+/FaXzle63mtrwiv9a7xWu8ar/VFxAZs+fLlYufOncWsrCzntq+//lqMjY0VU1NTpQvMA6xdu1Zs06aNeP36dalDkZzNZnN+PWPGDHHYsGFlXjNkyBBx6tSppbaNHj1afOKJJ2o9PilVpW0effRR8amnnqrLsDxCeT87r776qti1a1dnuzXU86YqbdNQzxtyP17rXeO1/gZe613jtd41Xutd47XeoUHP2d61axd69eqFgIAA57ahQ4fCbrdjz5490gVGHkUmq/jH5PLly0hKSsLQoUNLbb/33nuxb98+FBYW1mZ4kqqsbRqyoKCgMttiY2ORl5eHgoKCBn3eVNY2RO7Eaz1VBa/1rvFa7xqv9a7xWu/QoH96EhMTER0dXWqbXq9HaGgoEhMTJYrKswwfPhyxsbEYNGgQPvroI9hsNqlD8jjF50qLFi1KbW/ZsiUsFgsuX74sRVge5cCBA+jcuTM6dOiARx99FAcPHpQ6JEkcPnwY4eHh8PX15Xlzk5JtU4znDbkDr/WV47W+cvydXTn+znbgtd61hnitb9Bztg0GA/R6fZnt/v7+yMnJkSAizxEaGorJkyejU6dOEAQBv/76Kz744AOkpaVxjttNis+Vm8+l4u8b+rnUvXt3jBgxAlFRUUhPT8cnn3yCCRMmYPXq1ejSpYvU4dWZQ4cOYfPmzc55STxvbri5bQCeN+Q+vNa7xmt91fF3dsX4O9uB13rXGuq1vkEn2+Ra37590bdvX+f3ffr0gVqtxqpVq/D0008jLCxMwujImzz//POlvh8wYACGDx+O//znP/j4448liqpupaamYsqUKejZsycee+wxqcPxKK7ahucNUe3jtZ7chb+zea2vSEO+1jfoYeR6vR65ublltufk5MDf31+CiDzb0KFDYbPZEB8fL3UoHqX4XLn5XDIYDKWeJwedTof+/fvj1KlTUodSJwwGA5588kkEBARgyZIlzrlvPG9ct015Gtp5Q+7Da3318FpfPv7Orp6G9jub13rXGvq1vkEn29HR0WXma+Xm5iIjI6PM/C4iV4rPlZvPpcTERCiVSjRt2lSKsMgDmEwmTJw4Ebm5uWWW1mno501FbUPkTrzWkzs09N/Z5Bqv9a7xWt/Ak+1+/fph7969zrtLALBlyxbIZDLExcVJGJln2rx5M+RyOdq1ayd1KB6ladOmiIqKwpYtW0pt37x5M3r16gWVSiVRZJ6poKAAO3bsQIcOHaQOpVZZrVa8+OKLSExMxIoVK8qsW9uQz5vK2qY8DeW8Iffjtb56eK0vX0P+nV0TDeV3Nq/1rvFa79Cg52yPGTMGq1evxqRJkzBx4kSkpaVh/vz5GDNmTJVOiPrs8ccfR8+ePRETEwMA2L59O9asWYPHHnsMoaGhEkdXt4xGI3bu3AkAuHLlCvLy8py/NHv06IGgoCBMnjwZ06dPR7NmzdCzZ09s3rwZx48fxxdffCFl6LWusrYp/gU7ePBgNG7cGOnp6fjss8+QkZGBDz/8UMrQa92bb76J3377DTNnzkReXh6OHj3qfK5du3ZQqVQN9ryprG2OHz/eYM8bcj9e613jtf4GXutd47XeNV7rXeO13kEQRVGUOggpJSQkYPbs2Thy5Ah8fHwwYsQITJkypV7faaqKOXPmYPfu3UhNTYXdbkdUVBQeeughjB07FoIgSB1enUpOTsagQYPKfe7zzz9Hz549AQDffvstPv74Y6SkpKBFixaYOnUq7rzzzroMtc5V1jYRERF46623cPbsWWRnZ0Or1aJLly547rnn0LFjxzqOtm4NHDgQV65cKfe57du3o0mTJgAa5nlTWdvYbLYGe95Q7eC1vny81t/Aa71rvNa7xmu9a7zWOzT4ZJuIiIiIiIjI3Rr0nG0iIiIiIiKi2sBkm4iIiIiIiMjNmGwTERERERERuRmTbSIiIiIiIiI3Y7JNRERERERE5GZMtomIiIiIiIjcjMk2ERERERERkZsx2SYiIiIiIiJyMybbRERERERERG7GZJuIiIiIiIjIzZhsExEREREREbnZ/wMO+v2t9Rvi4QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Evaluation\n",
    "model.eval()\n",
    "y_true, y_pred = [], []\n",
    "with torch.no_grad():\n",
    "    for images, labels in test_loader:\n",
    "        images, labels = images.to(device), labels.to(device)\n",
    "        outputs = model(images)\n",
    "        _, predicted = torch.max(outputs, 1)\n",
    "        y_true.extend(labels.cpu().numpy())\n",
    "        y_pred.extend(predicted.cpu().numpy())\n",
    "\n",
    "# Metrics\n",
    "accuracy = accuracy_score(y_true, y_pred)\n",
    "precision, recall, f1, _ = precision_recall_fscore_support(y_true, y_pred, average='macro')\n",
    "\n",
    "# Classification Report\n",
    "report = classification_report(y_true, y_pred, target_names=train_dataset.classes)\n",
    "print(report)\n",
    "\n",
    "# Confusion Matrix\n",
    "conf_matrix = confusion_matrix(y_true, y_pred)\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(conf_matrix, annot=True, fmt='g', cmap='Blues', xticklabels=train_dataset.classes, yticklabels=train_dataset.classes)\n",
    "plt.xlabel('Predicted')\n",
    "plt.ylabel('True')\n",
    "plt.title('Confusion Matrix')\n",
    "plt.savefig('confusion_matrix.png')\n",
    "plt.show()\n",
    "\n",
    "# Accuracy and Loss Graphs\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(train_losses, label='Training Loss')\n",
    "plt.plot(val_losses, label='Validation Loss')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(train_accuracies, label='Training Accuracy')\n",
    "plt.plot(val_accuracies, label='Validation Accuracy')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.savefig('accuracy_loss_graph.png')\n",
    "plt.show()\n",
    "\n",
    "# Save Metrics to CSV\n",
    "metrics_data = {\n",
    "    'Model': 'DEIT',\n",
    "    'Accuracy': accuracy,\n",
    "    'Precision': precision,\n",
    "    'Recall': recall,\n",
    "    'F1 Score': f1,\n",
    "    'Loss': val_losses[-1]\n",
    "}\n",
    "metrics_df = pd.DataFrame([metrics_data])\n",
    "metrics_df.to_csv('model_performance_metrics.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "49924376",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-01-07T20:39:00.760470Z",
     "iopub.status.busy": "2024-01-07T20:39:00.760051Z",
     "iopub.status.idle": "2024-01-07T20:39:01.210357Z",
     "shell.execute_reply": "2024-01-07T20:39:01.209537Z"
    },
    "papermill": {
     "duration": 0.472694,
     "end_time": "2024-01-07T20:39:01.212900",
     "exception": false,
     "start_time": "2024-01-07T20:39:00.740206",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Save the model\n",
    "torch.save(model.state_dict(), 'deit_oral_disease_classifier.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b2d2864",
   "metadata": {
    "papermill": {
     "duration": 0.017838,
     "end_time": "2024-01-07T20:39:01.249182",
     "exception": false,
     "start_time": "2024-01-07T20:39:01.231344",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cca89fda",
   "metadata": {
    "papermill": {
     "duration": 0.017025,
     "end_time": "2024-01-07T20:39:01.283666",
     "exception": false,
     "start_time": "2024-01-07T20:39:01.266641",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7d731787",
   "metadata": {
    "papermill": {
     "duration": 0.016532,
     "end_time": "2024-01-07T20:39:01.317156",
     "exception": false,
     "start_time": "2024-01-07T20:39:01.300624",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "685592d5",
   "metadata": {
    "papermill": {
     "duration": 0.016427,
     "end_time": "2024-01-07T20:39:01.350673",
     "exception": false,
     "start_time": "2024-01-07T20:39:01.334246",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec24bde8",
   "metadata": {
    "papermill": {
     "duration": 0.016617,
     "end_time": "2024-01-07T20:39:01.383885",
     "exception": false,
     "start_time": "2024-01-07T20:39:01.367268",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kaggle": {
   "accelerator": "nvidiaTeslaT4",
   "dataSources": [
    {
     "datasetId": 2729190,
     "sourceId": 5797207,
     "sourceType": "datasetVersion"
    }
   ],
   "dockerImageVersionId": 30627,
   "isGpuEnabled": true,
   "isInternetEnabled": true,
   "language": "python",
   "sourceType": "notebook"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 16418.177994,
   "end_time": "2024-01-07T20:39:04.385274",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2024-01-07T16:05:26.207280",
   "version": "2.4.0"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "20059519394c4811b41565452c9067e5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_38942b0649064145ab1dd666df406d5a",
       "placeholder": "​",
       "style": "IPY_MODEL_5c34cb15f84b4cc3a3931419cfce3da8",
       "value": "model.safetensors: 100%"
      }
     },
     "38942b0649064145ab1dd666df406d5a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4b0b4f2ded7547c0ad0ae6b111c7deb3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "5c34cb15f84b4cc3a3931419cfce3da8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "5d1f236c4ed940959aba6cb057216225": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "67614e280ba54afeb39143c629030f26": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7befcb5ce3904646910e7b5391e0a886": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_67614e280ba54afeb39143c629030f26",
       "placeholder": "​",
       "style": "IPY_MODEL_4b0b4f2ded7547c0ad0ae6b111c7deb3",
       "value": " 346M/346M [00:05&lt;00:00, 54.9MB/s]"
      }
     },
     "ac2d71578c664c31bad0bc821fb5f527": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_20059519394c4811b41565452c9067e5",
        "IPY_MODEL_e68b5906ed5f4d7e9e6be008e2989c05",
        "IPY_MODEL_7befcb5ce3904646910e7b5391e0a886"
       ],
       "layout": "IPY_MODEL_5d1f236c4ed940959aba6cb057216225"
      }
     },
     "e0e0bb3c71f9460f8a59e757932bd2ea": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "e68b5906ed5f4d7e9e6be008e2989c05": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_ff139be3f8dd40c29acd8dfa5f4cf9e9",
       "max": 346284714.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_e0e0bb3c71f9460f8a59e757932bd2ea",
       "value": 346284714.0
      }
     },
     "ff139be3f8dd40c29acd8dfa5f4cf9e9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
